Awonuga_DSC4900.ipynb

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        "id": "view-in-github",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/mawonuga121/ohtobeascholar/blob/main/Awonuga_DSC4900.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Maintainance"
      ],
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      }
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    {
      "cell_type": "code",
      "execution_count": 51,
      "metadata": {
        "id": "zjT_YdGU8gUh"
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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import plotly.express as px\n",
        "import matplotlib as mpl\n",
        "from matplotlib import pyplot as plt\n",
        "from sklearn import linear_model"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Imported Datasets"
      ],
      "metadata": {
        "id": "4pzrg47Zow9e"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "ready_grad= pd.read_csv('https://raw.githubusercontent.com/mawonuga121/ohtobeascholar/main/newtnreadygraduate.csv')\n",
        "ready_grad"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "Ukv-SLaEMxMU",
        "outputId": "1ee93962-31f9-49f9-fcc3-f8f9dbfb44d4"
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      "execution_count": 52,
      "outputs": [
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          "data": {
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              "      year      system_name           school_name  \\\n",
              "0     2018  Davidson County   MNPS Virtual School   \n",
              "1     2018  Davidson County   MNPS Virtual School   \n",
              "2     2018  Davidson County   MNPS Virtual School   \n",
              "3     2018  Davidson County   MNPS Virtual School   \n",
              "4     2018  Davidson County   MNPS Virtual School   \n",
              "...    ...              ...                   ...   \n",
              "1593  2021  Davidson County  RePublic High School   \n",
              "1594  2021  Davidson County  RePublic High School   \n",
              "1595  2021  Davidson County  RePublic High School   \n",
              "1596  2021  Davidson County  RePublic High School   \n",
              "1597  2021  Davidson County  RePublic High School   \n",
              "\n",
              "                            subgroup  n_count n_ready_grad pct_ready_grad  \n",
              "0                       All Students       26           13             50  \n",
              "1                              Asian        1            *              *  \n",
              "2          Black or African American        2            *              *  \n",
              "3     Black/Hispanic/Native American        4            *              *  \n",
              "4         Economically Disadvantaged        4            *              *  \n",
              "...                              ...      ...          ...            ...  \n",
              "1593            Non-English Learners       93           30           32.3  \n",
              "1594  Non-Students with Disabilities       85           26           30.6  \n",
              "1595      Students with Disabilities       19            5           26.3  \n",
              "1596                  Super Subgroup      101           30           29.7  \n",
              "1597                           White        6            *              *  \n",
              "\n",
              "[1598 rows x 7 columns]"
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              "      <td>85</td>\n",
              "      <td>26</td>\n",
              "      <td>30.6</td>\n",
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              "      <td>19</td>\n",
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              "      <td>26.3</td>\n",
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              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
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              "      <td>101</td>\n",
              "      <td>30</td>\n",
              "      <td>29.7</td>\n",
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          "metadata": {},
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    },
    {
      "cell_type": "code",
      "source": [
        "act_score=pd.read_csv('https://raw.githubusercontent.com/mawonuga121/ohtobeascholar/main/act_scores.csv')\n",
        "act_score"
      ],
      "metadata": {
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      "execution_count": 53,
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          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       year    District Name           School Name  \\\n",
              "0    2018.0  Davidson County   MNPS Virtual School   \n",
              "1    2018.0  Davidson County   MNPS Virtual School   \n",
              "2    2018.0  Davidson County   MNPS Virtual School   \n",
              "3    2018.0  Davidson County   Antioch High School   \n",
              "4    2018.0  Davidson County   Antioch High School   \n",
              "..      ...              ...                   ...   \n",
              "563  2021.0  Davidson County  RePublic High School   \n",
              "564  2021.0  Davidson County  RePublic High School   \n",
              "565  2021.0  Davidson County  RePublic High School   \n",
              "566  2021.0  Davidson County  RePublic High School   \n",
              "567  2021.0  Davidson County  RePublic High School   \n",
              "\n",
              "                           Subgroup  Valid Tests Participation Rate  \\\n",
              "0                      All Students         12.0                 86   \n",
              "1    Black/Hispanic/Native American          3.0                  *   \n",
              "2        Economically Disadvantaged          4.0                  *   \n",
              "3                      All Students        351.0                 97   \n",
              "4    Black/Hispanic/Native American        236.0                 96   \n",
              "..                              ...          ...                ...   \n",
              "563                    All Students        146.0                 99   \n",
              "564  Black/Hispanic/Native American        131.0                 99   \n",
              "565      Economically Disadvantaged         84.0                 99   \n",
              "566                English Learners         19.0                100   \n",
              "567      Students with Disabilities         28.0                 97   \n",
              "\n",
              "    Average English Score Average Math Score Average Reading Score  \\\n",
              "0                    19.6               18.6                    22   \n",
              "1                       *                  *                     *   \n",
              "2                       *                  *                     *   \n",
              "3                    16.1               16.7                  17.4   \n",
              "4                    15.6               16.2                  16.8   \n",
              "..                    ...                ...                   ...   \n",
              "563                  15.2               16.1                  17.2   \n",
              "564                  14.5               15.8                  16.7   \n",
              "565                  14.2               15.8                  16.5   \n",
              "566                  10.6               14.6                  13.4   \n",
              "567                  11.2               14.3                  14.3   \n",
              "\n",
              "    Average Science Score Average Composite Score Number Scoring 21 or Higher  \\\n",
              "0                    20.1                    20.2                           7   \n",
              "1                       *                       *                           *   \n",
              "2                       *                       *                           *   \n",
              "3                      17                      17                          59   \n",
              "4                    16.5                    16.4                          28   \n",
              "..                    ...                     ...                         ...   \n",
              "563                  17.1                    16.6                          25   \n",
              "564                  16.7                    16.1                          19   \n",
              "565                  16.6                    15.9                          11   \n",
              "566                  13.6                    13.2                          **   \n",
              "567                  14.8                    13.7                          **   \n",
              "\n",
              "    Percent Scoring 21 or Higher Number Scoring Below 19  \\\n",
              "0                           58.3                       5   \n",
              "1                              *                       *   \n",
              "2                              *                       *   \n",
              "3                           16.8                     242   \n",
              "4                           11.9                     175   \n",
              "..                           ...                     ...   \n",
              "563                         17.1                     105   \n",
              "564                         14.5                      97   \n",
              "565                         13.1                      63   \n",
              "566                           **                      **   \n",
              "567                           **                      **   \n",
              "\n",
              "    Percent Scoring Below 19  \n",
              "0                       41.7  \n",
              "1                          *  \n",
              "2                          *  \n",
              "3                       68.9  \n",
              "4                       74.2  \n",
              "..                       ...  \n",
              "563                     71.9  \n",
              "564                       74  \n",
              "565                       75  \n",
              "566                       **  \n",
              "567                       **  \n",
              "\n",
              "[568 rows x 15 columns]"
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              "      <td>Davidson County</td>\n",
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              "      <td>Davidson County</td>\n",
              "      <td>Antioch High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>351.0</td>\n",
              "      <td>97</td>\n",
              "      <td>16.1</td>\n",
              "      <td>16.7</td>\n",
              "      <td>17.4</td>\n",
              "      <td>17</td>\n",
              "      <td>17</td>\n",
              "      <td>59</td>\n",
              "      <td>16.8</td>\n",
              "      <td>242</td>\n",
              "      <td>68.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2018.0</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Antioch High School</td>\n",
              "      <td>Black/Hispanic/Native American</td>\n",
              "      <td>236.0</td>\n",
              "      <td>96</td>\n",
              "      <td>15.6</td>\n",
              "      <td>16.2</td>\n",
              "      <td>16.8</td>\n",
              "      <td>16.5</td>\n",
              "      <td>16.4</td>\n",
              "      <td>28</td>\n",
              "      <td>11.9</td>\n",
              "      <td>175</td>\n",
              "      <td>74.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>563</th>\n",
              "      <td>2021.0</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>146.0</td>\n",
              "      <td>99</td>\n",
              "      <td>15.2</td>\n",
              "      <td>16.1</td>\n",
              "      <td>17.2</td>\n",
              "      <td>17.1</td>\n",
              "      <td>16.6</td>\n",
              "      <td>25</td>\n",
              "      <td>17.1</td>\n",
              "      <td>105</td>\n",
              "      <td>71.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>564</th>\n",
              "      <td>2021.0</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>Black/Hispanic/Native American</td>\n",
              "      <td>131.0</td>\n",
              "      <td>99</td>\n",
              "      <td>14.5</td>\n",
              "      <td>15.8</td>\n",
              "      <td>16.7</td>\n",
              "      <td>16.7</td>\n",
              "      <td>16.1</td>\n",
              "      <td>19</td>\n",
              "      <td>14.5</td>\n",
              "      <td>97</td>\n",
              "      <td>74</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>565</th>\n",
              "      <td>2021.0</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>Economically Disadvantaged</td>\n",
              "      <td>84.0</td>\n",
              "      <td>99</td>\n",
              "      <td>14.2</td>\n",
              "      <td>15.8</td>\n",
              "      <td>16.5</td>\n",
              "      <td>16.6</td>\n",
              "      <td>15.9</td>\n",
              "      <td>11</td>\n",
              "      <td>13.1</td>\n",
              "      <td>63</td>\n",
              "      <td>75</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>566</th>\n",
              "      <td>2021.0</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>English Learners</td>\n",
              "      <td>19.0</td>\n",
              "      <td>100</td>\n",
              "      <td>10.6</td>\n",
              "      <td>14.6</td>\n",
              "      <td>13.4</td>\n",
              "      <td>13.6</td>\n",
              "      <td>13.2</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>567</th>\n",
              "      <td>2021.0</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>Students with Disabilities</td>\n",
              "      <td>28.0</td>\n",
              "      <td>97</td>\n",
              "      <td>11.2</td>\n",
              "      <td>14.3</td>\n",
              "      <td>14.3</td>\n",
              "      <td>14.8</td>\n",
              "      <td>13.7</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>568 rows × 15 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e449742d-76b7-4914-b524-aefa6156e805')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "  </svg>\n",
              "      </button>\n",
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              "      display:flex;\n",
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              "\n",
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              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e449742d-76b7-4914-b524-aefa6156e805 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e449742d-76b7-4914-b524-aefa6156e805');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 53
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "chronic_absent=pd.read_csv('https://raw.githubusercontent.com/mawonuga121/ohtobeascholar/main/chronic_absenteeism.csv')\n",
        "chronic_absent"
      ],
      "metadata": {
        "id": "d4k07gIrQ8fI",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "outputId": "50782d27-28a1-4207-c7e0-54c8d3cccc60"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     year    school_system                    school_name  \\\n",
              "0    2018  Davidson County            MNPS Virtual School   \n",
              "1    2018  Davidson County            MNPS Virtual School   \n",
              "2    2018  Davidson County            MNPS Virtual School   \n",
              "3    2018  Davidson County            MNPS Virtual School   \n",
              "4    2018  Davidson County            MNPS Virtual School   \n",
              "..    ...              ...                            ...   \n",
              "866  2021  Davidson County  The Academy at Hickory Hollow   \n",
              "867  2021  Davidson County  The Academy at Hickory Hollow   \n",
              "868  2021  Davidson County  The Academy at Hickory Hollow   \n",
              "869  2021  Davidson County  The Academy at Hickory Hollow   \n",
              "870  2021  Davidson County  The Academy at Hickory Hollow   \n",
              "\n",
              "                              student_group  n_students n_chronically_absent  \\\n",
              "0                              All Students          92                   18   \n",
              "1          American Indian or Alaska Native           1                    *   \n",
              "2                                     Asian           3                    *   \n",
              "3                 Black or African American          18                    4   \n",
              "4            Black/Hispanic/Native American          24                    5   \n",
              "..                                      ...         ...                  ...   \n",
              "866              Economically Disadvantaged           9                    *   \n",
              "867  English Learners with Transitional 1-4           6                    *   \n",
              "868                                Hispanic           9                    *   \n",
              "869              Students with Disabilities           1                    *   \n",
              "870                                   White           5                    *   \n",
              "\n",
              "    pct_chronically_absent  \n",
              "0                     19.6  \n",
              "1                        *  \n",
              "2                        *  \n",
              "3                     22.2  \n",
              "4                     20.8  \n",
              "..                     ...  \n",
              "866                      *  \n",
              "867                      *  \n",
              "868                      *  \n",
              "869                      *  \n",
              "870                      *  \n",
              "\n",
              "[871 rows x 7 columns]"
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              "      <th></th>\n",
              "      <th>year</th>\n",
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              "      <td>92</td>\n",
              "      <td>18</td>\n",
              "      <td>19.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>MNPS Virtual School</td>\n",
              "      <td>American Indian or Alaska Native</td>\n",
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              "      <th>2</th>\n",
              "      <td>2018</td>\n",
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              "      <th>3</th>\n",
              "      <td>2018</td>\n",
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              "      <td>MNPS Virtual School</td>\n",
              "      <td>Black or African American</td>\n",
              "      <td>18</td>\n",
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              "      <td>22.2</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>MNPS Virtual School</td>\n",
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              "      <td>24</td>\n",
              "      <td>5</td>\n",
              "      <td>20.8</td>\n",
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              "      <td>The Academy at Hickory Hollow</td>\n",
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              "      <td>9</td>\n",
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              "    <tr>\n",
              "      <th>867</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>The Academy at Hickory Hollow</td>\n",
              "      <td>English Learners with Transitional 1-4</td>\n",
              "      <td>6</td>\n",
              "      <td>*</td>\n",
              "      <td>*</td>\n",
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              "    <tr>\n",
              "      <th>868</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>The Academy at Hickory Hollow</td>\n",
              "      <td>Hispanic</td>\n",
              "      <td>9</td>\n",
              "      <td>*</td>\n",
              "      <td>*</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>869</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>The Academy at Hickory Hollow</td>\n",
              "      <td>Students with Disabilities</td>\n",
              "      <td>1</td>\n",
              "      <td>*</td>\n",
              "      <td>*</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>870</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>The Academy at Hickory Hollow</td>\n",
              "      <td>White</td>\n",
              "      <td>5</td>\n",
              "      <td>*</td>\n",
              "      <td>*</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "<p>871 rows × 7 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ec88dc47-c460-48c0-ae1d-f48b26e03b81')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
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              "  </svg>\n",
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              "      padding: 0 0 0 0;\n",
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              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-ec88dc47-c460-48c0-ae1d-f48b26e03b81 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-ec88dc47-c460-48c0-ae1d-f48b26e03b81');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "cgr=pd.read_csv('https://raw.githubusercontent.com/mawonuga121/ohtobeascholar/main/college%20going%20rate.csv')\n",
        "cgr"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
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            "text/plain": [
              "    year      system_name                            school_name  \\\n",
              "0   2018  Davidson County                  Glencliff High School   \n",
              "1   2018  Davidson County               Hunters Lane High School   \n",
              "2   2018  Davidson County             Middle College High School   \n",
              "3   2018  Davidson County                  Maplewood High School   \n",
              "4   2018  Davidson County  KIPP Nashville Collegiate High School   \n",
              "5   2018  Davidson County                  STEM Prep High School   \n",
              "6   2018  Davidson County                   RePublic High School   \n",
              "7   2019  Davidson County                  Glencliff High School   \n",
              "8   2019  Davidson County               Hunters Lane High School   \n",
              "9   2019  Davidson County             Middle College High School   \n",
              "10  2019  Davidson County                  Maplewood High School   \n",
              "11  2019  Davidson County  KIPP Nashville Collegiate High School   \n",
              "12  2019  Davidson County                  STEM Prep High School   \n",
              "13  2019  Davidson County                   RePublic High School   \n",
              "14  2020  Davidson County                  Glencliff High School   \n",
              "15  2020  Davidson County               Hunters Lane High School   \n",
              "16  2020  Davidson County             Middle College High School   \n",
              "17  2020  Davidson County                  Maplewood High School   \n",
              "18  2020  Davidson County  KIPP Nashville Collegiate High School   \n",
              "19  2020  Davidson County                  STEM Prep High School   \n",
              "20  2020  Davidson County                   RePublic High School   \n",
              "21  2021  Davidson County                  Glencliff High School   \n",
              "22  2021  Davidson County               Hunters Lane High School   \n",
              "23  2021  Davidson County              Early College High School   \n",
              "24  2021  Davidson County                  Maplewood High School   \n",
              "25  2021  Davidson County  KIPP Nashville Collegiate High School   \n",
              "26  2021  Davidson County                  STEM Prep High School   \n",
              "27  2021  Davidson County                   RePublic High School   \n",
              "\n",
              "        subgroup   cgr  \n",
              "0   All Students  41.7  \n",
              "1   All Students  37.9  \n",
              "2   All Students  81.1  \n",
              "3   All Students  35.4  \n",
              "4   All Students  80.0  \n",
              "5   All Students   0.0  \n",
              "6   All Students   0.0  \n",
              "7   All Students  39.0  \n",
              "8   All Students  38.0  \n",
              "9   All Students  78.0  \n",
              "10  All Students  33.0  \n",
              "11  All Students  76.0  \n",
              "12  All Students  73.0  \n",
              "13  All Students  73.0  \n",
              "14  All Students  29.0  \n",
              "15  All Students  31.0  \n",
              "16  All Students  82.0  \n",
              "17  All Students  32.0  \n",
              "18  All Students  58.0  \n",
              "19  All Students  76.0  \n",
              "20  All Students  65.0  \n",
              "21  All Students  22.0  \n",
              "22  All Students  28.0  \n",
              "23  All Students  78.0  \n",
              "24  All Students  25.0  \n",
              "25  All Students  53.0  \n",
              "26  All Students  58.0  \n",
              "27  All Students  46.0  "
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              "      <td>2018</td>\n",
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              "      <th>4</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
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              "    <tr>\n",
              "      <th>5</th>\n",
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              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>0.0</td>\n",
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              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>39.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High School</td>\n",
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              "      <td>38.0</td>\n",
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              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2019</td>\n",
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              "      <td>Middle College High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>78.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Maplewood High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>33.0</td>\n",
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              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
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              "      <th>14</th>\n",
              "      <td>2020</td>\n",
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              "      <td>Glencliff High School</td>\n",
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              "      <td>29.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>31.0</td>\n",
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              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>2020</td>\n",
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              "      <td>Middle College High School</td>\n",
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              "      <td>82.0</td>\n",
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              "      <td>32.0</td>\n",
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              "      <td>65.0</td>\n",
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              "      <td>22.0</td>\n",
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              "      <td>28.0</td>\n",
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              "      <th>24</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
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              "      <td>25.0</td>\n",
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              "      <th>25</th>\n",
              "      <td>2021</td>\n",
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              "      <td>53.0</td>\n",
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              "      <th>26</th>\n",
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          "metadata": {},
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    {
      "cell_type": "code",
      "source": [
        "predictive= pd.read_csv('https://raw.githubusercontent.com/mawonuga121/ohtobeascholar/main/predictive_model.csv')\n",
        "predictive"
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      "metadata": {
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        "id": "zKu0wr-hnh-Y",
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      "execution_count": 56,
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        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   year      system_name                            school_name      subgroup  \\\n",
              "0  2018  Davidson County               Hunters Lane High School  All Students   \n",
              "1  2018  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "2  2019  Davidson County               Hunters Lane High School  All Students   \n",
              "3  2019  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "4  2020  Davidson County               Hunters Lane High School  All Students   \n",
              "5  2020  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "6  2021  Davidson County               Hunters Lane High School  All Students   \n",
              "7  2021  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "\n",
              "    cgr  num_21  num_readygrad  num_chronic  espos  \n",
              "0  37.9      33             80          414     27  \n",
              "1  80.0      27             39           56     12  \n",
              "2  38.0      31             52          405     27  \n",
              "3  76.0      33             37           61     12  \n",
              "4  31.0      15             56          560     27  \n",
              "5  58.0      35             57          153     12  \n",
              "6  28.0      19             48          648     27  \n",
              "7  53.0      23             61          126     12  "
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              "      <td>2019</td>\n",
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              "      <td>Hunters Lane High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>38.0</td>\n",
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              "      <td>All Students</td>\n",
              "      <td>76.0</td>\n",
              "      <td>33</td>\n",
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              "      <td>61</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>31.0</td>\n",
              "      <td>15</td>\n",
              "      <td>56</td>\n",
              "      <td>560</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Colleigate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>58.0</td>\n",
              "      <td>35</td>\n",
              "      <td>57</td>\n",
              "      <td>153</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>28.0</td>\n",
              "      <td>19</td>\n",
              "      <td>48</td>\n",
              "      <td>648</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Colleigate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>53.0</td>\n",
              "      <td>23</td>\n",
              "      <td>61</td>\n",
              "      <td>126</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b723929a-9351-4278-b16c-611f27296afb')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
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              "          document.querySelector('#df-b723929a-9351-4278-b16c-611f27296afb button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-b723929a-9351-4278-b16c-611f27296afb');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "\n",
        "# Filtered Datasets"
      ],
      "metadata": {
        "id": "masRIqedyQaN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "new_readygrad=ready_grad.loc[ready_grad['school_name'].isin([\"KIPP Nashville Collegiate High School\", \"Maplewood High\", \"RePublic High School\", \"Hunters Lane High\", \"STEM Prep High School\", \"Glencliff High School\", \"Middle College High\", \"Early College High School\"])]\n",
        "new_readygrad"
      ],
      "metadata": {
        "id": "qXJjNDhe81Z1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "outputId": "883f1b3c-845d-488c-9eb5-ea80d06db469"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      year      system_name            school_name  \\\n",
              "63    2018  Davidson County  Glencliff High School   \n",
              "64    2018  Davidson County  Glencliff High School   \n",
              "65    2018  Davidson County  Glencliff High School   \n",
              "66    2018  Davidson County  Glencliff High School   \n",
              "67    2018  Davidson County  Glencliff High School   \n",
              "...    ...              ...                    ...   \n",
              "1593  2021  Davidson County   RePublic High School   \n",
              "1594  2021  Davidson County   RePublic High School   \n",
              "1595  2021  Davidson County   RePublic High School   \n",
              "1596  2021  Davidson County   RePublic High School   \n",
              "1597  2021  Davidson County   RePublic High School   \n",
              "\n",
              "                              subgroup  n_count n_ready_grad pct_ready_grad  \n",
              "63                        All Students      396           62           15.7  \n",
              "64    American Indian or Alaska Native        1            *              *  \n",
              "65                               Asian       23            9           39.1  \n",
              "66           Black or African American       72            8           11.1  \n",
              "67      Black/Hispanic/Native American      285           35           12.3  \n",
              "...                                ...      ...          ...            ...  \n",
              "1593              Non-English Learners       93           30           32.3  \n",
              "1594    Non-Students with Disabilities       85           26           30.6  \n",
              "1595        Students with Disabilities       19            5           26.3  \n",
              "1596                    Super Subgroup      101           30           29.7  \n",
              "1597                             White        6            *              *  \n",
              "\n",
              "[348 rows x 7 columns]"
            ],
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>396</td>\n",
              "      <td>62</td>\n",
              "      <td>15.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
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              "      <th>65</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>Asian</td>\n",
              "      <td>23</td>\n",
              "      <td>9</td>\n",
              "      <td>39.1</td>\n",
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              "      <th>66</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>Black or African American</td>\n",
              "      <td>72</td>\n",
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              "    <tr>\n",
              "      <th>67</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>Black/Hispanic/Native American</td>\n",
              "      <td>285</td>\n",
              "      <td>35</td>\n",
              "      <td>12.3</td>\n",
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              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
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              "      <th>1593</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>Non-English Learners</td>\n",
              "      <td>93</td>\n",
              "      <td>30</td>\n",
              "      <td>32.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1594</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>Non-Students with Disabilities</td>\n",
              "      <td>85</td>\n",
              "      <td>26</td>\n",
              "      <td>30.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1595</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>Students with Disabilities</td>\n",
              "      <td>19</td>\n",
              "      <td>5</td>\n",
              "      <td>26.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1596</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>Super Subgroup</td>\n",
              "      <td>101</td>\n",
              "      <td>30</td>\n",
              "      <td>29.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1597</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>White</td>\n",
              "      <td>6</td>\n",
              "      <td>*</td>\n",
              "      <td>*</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>348 rows × 7 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b46520ca-9c8c-48fc-9e25-de2d9f22932c')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "      </button>\n",
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              "\n",
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              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-b46520ca-9c8c-48fc-9e25-de2d9f22932c button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-b46520ca-9c8c-48fc-9e25-de2d9f22932c');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 57
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "new_actscore=act_score.loc[act_score['School Name'].isin([\"KIPP Nashville Collegiate High School\", \"Maplewood High\", \"RePublic High School\", \"Hunters Lane High\", \"STEM Prep High School\", \"Glencliff High School\", \"Early College High School\", \"Middle College High\"])]\n",
        "new_actscore['year'] = new_actscore['year'].astype('int')\n",
        "new_actscore"
      ],
      "metadata": {
        "id": "d9gymPj0MXlc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "fcff9417-d18c-4813-9051-cdf22a645d5c"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-58-b0c4266837ec>:2: SettingWithCopyWarning:\n",
            "\n",
            "\n",
            "A value is trying to be set on a copy of a slice from a DataFrame.\n",
            "Try using .loc[row_indexer,col_indexer] = value instead\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
            "\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     year    District Name            School Name  \\\n",
              "21   2018  Davidson County  Glencliff High School   \n",
              "22   2018  Davidson County  Glencliff High School   \n",
              "23   2018  Davidson County  Glencliff High School   \n",
              "24   2018  Davidson County  Glencliff High School   \n",
              "25   2018  Davidson County  Glencliff High School   \n",
              "..    ...              ...                    ...   \n",
              "563  2021  Davidson County   RePublic High School   \n",
              "564  2021  Davidson County   RePublic High School   \n",
              "565  2021  Davidson County   RePublic High School   \n",
              "566  2021  Davidson County   RePublic High School   \n",
              "567  2021  Davidson County   RePublic High School   \n",
              "\n",
              "                           Subgroup  Valid Tests Participation Rate  \\\n",
              "21                     All Students        228.0                 99   \n",
              "22   Black/Hispanic/Native American        167.0                 99   \n",
              "23       Economically Disadvantaged        175.0                100   \n",
              "24                 English Learners         63.0                100   \n",
              "25       Students with Disabilities         16.0                100   \n",
              "..                              ...          ...                ...   \n",
              "563                    All Students        146.0                 99   \n",
              "564  Black/Hispanic/Native American        131.0                 99   \n",
              "565      Economically Disadvantaged         84.0                 99   \n",
              "566                English Learners         19.0                100   \n",
              "567      Students with Disabilities         28.0                 97   \n",
              "\n",
              "    Average English Score Average Math Score Average Reading Score  \\\n",
              "21                   14.5               16.2                  16.1   \n",
              "22                   14.1                 16                  15.6   \n",
              "23                   14.4               16.1                    16   \n",
              "24                   12.5               15.6                  14.1   \n",
              "25                   11.1               14.2                  13.4   \n",
              "..                    ...                ...                   ...   \n",
              "563                  15.2               16.1                  17.2   \n",
              "564                  14.5               15.8                  16.7   \n",
              "565                  14.2               15.8                  16.5   \n",
              "566                  10.6               14.6                  13.4   \n",
              "567                  11.2               14.3                  14.3   \n",
              "\n",
              "    Average Science Score Average Composite Score Number Scoring 21 or Higher  \\\n",
              "21                   16.3                    15.9                          24   \n",
              "22                     16                    15.6                          15   \n",
              "23                   16.1                    15.8                          16   \n",
              "24                   15.1                    14.4                          **   \n",
              "25                     15                    13.6                          **   \n",
              "..                    ...                     ...                         ...   \n",
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              "564                  16.7                    16.1                          19   \n",
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              "566                  13.6                    13.2                          **   \n",
              "567                  14.8                    13.7                          **   \n",
              "\n",
              "    Percent Scoring 21 or Higher Number Scoring Below 19  \\\n",
              "21                          10.5                     191   \n",
              "22                             9                     147   \n",
              "23                           9.1                     150   \n",
              "24                            **                      **   \n",
              "25                            **                      **   \n",
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              "22                        88  \n",
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              "..                       ...  \n",
              "563                     71.9  \n",
              "564                       74  \n",
              "565                       75  \n",
              "566                       **  \n",
              "567                       **  \n",
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    {
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        "new_chronicabsent=chronic_absent.loc[chronic_absent['school_name'].isin([\"KIPP Nashville Collegiate High School\", \"Maplewood High\", \"RePublic High School\", \"Hunters Lane High\", \"STEM Prep High School\", \"Glencliff High School\", \"Knowledge Academy\", \"Cane Ridge High\", \"Middle College High\", \"Early College High School\"])]\n",
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      "execution_count": 59,
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            "text/plain": [
              "     year    school_system            school_name  \\\n",
              "50   2018  Davidson County  Glencliff High School   \n",
              "51   2018  Davidson County  Glencliff High School   \n",
              "52   2018  Davidson County  Glencliff High School   \n",
              "53   2018  Davidson County  Glencliff High School   \n",
              "54   2018  Davidson County  Glencliff High School   \n",
              "..    ...              ...                    ...   \n",
              "842  2021  Davidson County   RePublic High School   \n",
              "843  2021  Davidson County   RePublic High School   \n",
              "844  2021  Davidson County   RePublic High School   \n",
              "845  2021  Davidson County   RePublic High School   \n",
              "846  2021  Davidson County   RePublic High School   \n",
              "\n",
              "                              student_group  n_students n_chronically_absent  \\\n",
              "50                             All Students        1144                  386   \n",
              "51                                    Asian          63                   14   \n",
              "52                Black or African American         231                   72   \n",
              "53           Black/Hispanic/Native American         807                  262   \n",
              "54               Economically Disadvantaged         403                  157   \n",
              "..                                      ...         ...                  ...   \n",
              "842              Economically Disadvantaged         206                  153   \n",
              "843  English Learners with Transitional 1-4         128                   79   \n",
              "844                                Hispanic         289                  150   \n",
              "845              Students with Disabilities         108                   70   \n",
              "846                                   White          44                   28   \n",
              "\n",
              "    pct_chronically_absent  \n",
              "50                    33.7  \n",
              "51                    22.2  \n",
              "52                    31.2  \n",
              "53                    32.5  \n",
              "54                      39  \n",
              "..                     ...  \n",
              "842                   74.3  \n",
              "843                   61.7  \n",
              "844                   51.9  \n",
              "845                   64.8  \n",
              "846                   63.6  \n",
              "\n",
              "[259 rows x 7 columns]"
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              "    <tr>\n",
              "      <th>844</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>Hispanic</td>\n",
              "      <td>289</td>\n",
              "      <td>150</td>\n",
              "      <td>51.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>845</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>Students with Disabilities</td>\n",
              "      <td>108</td>\n",
              "      <td>70</td>\n",
              "      <td>64.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>846</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>White</td>\n",
              "      <td>44</td>\n",
              "      <td>28</td>\n",
              "      <td>63.6</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "<p>259 rows × 7 columns</p>\n",
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        "epsos= {'School Name': [\"KIPP Nashville Collegiate High School\", \"Maplewood High\", \"RePublic High School\", \"Hunters Lane High\", \"STEM Prep High School\", \"Glencliff High\", \"Middle/Early College High School\"],\n",
        "        'Total EPSOs': [12, 21, 10, 27, 18, 27, 7 ]}\n",
        "epsos_df= pd.DataFrame(epsos)\n",
        "epsos_df"
      ],
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              "                             School Name  Total EPSOs\n",
              "0  KIPP Nashville Collegiate High School           12\n",
              "1                         Maplewood High           21\n",
              "2                   RePublic High School           10\n",
              "3                      Hunters Lane High           27\n",
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      "source": [
        "everyoneready= new_readygrad[(new_readygrad['subgroup']=='All Students')]\n",
        "everyoneready.dropna(how='all')\n",
        "everyoneready"
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            "text/plain": [
              "      year      system_name                            school_name  \\\n",
              "63    2018  Davidson County                  Glencliff High School   \n",
              "127   2018  Davidson County                      Hunters Lane High   \n",
              "155   2018  Davidson County                    Middle College High   \n",
              "178   2018  Davidson County                         Maplewood High   \n",
              "347   2018  Davidson County  KIPP Nashville Collegiate High School   \n",
              "359   2018  Davidson County                  STEM Prep High School   \n",
              "367   2018  Davidson County                   RePublic High School   \n",
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              "499   2019  Davidson County                      Hunters Lane High   \n",
              "528   2019  Davidson County                    Middle College High   \n",
              "551   2019  Davidson County                         Maplewood High   \n",
              "722   2019  Davidson County  KIPP Nashville Collegiate High School   \n",
              "748   2019  Davidson County                  STEM Prep High School   \n",
              "761   2019  Davidson County                   RePublic High School   \n",
              "838   2020  Davidson County                  Glencliff High School   \n",
              "902   2020  Davidson County                      Hunters Lane High   \n",
              "930   2020  Davidson County                    Middle College High   \n",
              "955   2020  Davidson County                         Maplewood High   \n",
              "1121  2020  Davidson County  KIPP Nashville Collegiate High School   \n",
              "1154  2020  Davidson County                  STEM Prep High School   \n",
              "1166  2020  Davidson County                   RePublic High School   \n",
              "1243  2021  Davidson County                  Glencliff High School   \n",
              "1310  2021  Davidson County                      Hunters Lane High   \n",
              "1338  2021  Davidson County              Early College High School   \n",
              "1354  2021  Davidson County                         Maplewood High   \n",
              "1521  2021  Davidson County  KIPP Nashville Collegiate High School   \n",
              "1572  2021  Davidson County                  STEM Prep High School   \n",
              "1585  2021  Davidson County                   RePublic High School   \n",
              "\n",
              "          subgroup  n_count n_ready_grad pct_ready_grad  \n",
              "63    All Students      396           62           15.7  \n",
              "127   All Students      456           80           17.5  \n",
              "155   All Students       38           25           65.8  \n",
              "178   All Students      239           18            7.5  \n",
              "347   All Students       65           39             60  \n",
              "359   All Students        2            *              *  \n",
              "367   All Students        4            *              *  \n",
              "435   All Students      308           34             11  \n",
              "499   All Students      396           52           13.1  \n",
              "528   All Students       24           19           79.2  \n",
              "551   All Students      224           **             **  \n",
              "722   All Students       56           37           66.1  \n",
              "748   All Students      101           53           52.5  \n",
              "761   All Students      127           57           44.9  \n",
              "838   All Students      339           47           13.9  \n",
              "902   All Students      367           56           15.3  \n",
              "930   All Students       47           38           80.9  \n",
              "955   All Students      234           **             **  \n",
              "1121  All Students       67           57           85.1  \n",
              "1154  All Students       99           58           58.6  \n",
              "1166  All Students      111           47           42.3  \n",
              "1243  All Students      322           28            8.7  \n",
              "1310  All Students      342           48             14  \n",
              "1338  All Students       48           41           85.4  \n",
              "1354  All Students      190           11            5.8  \n",
              "1521  All Students       94           61           64.9  \n",
              "1572  All Students      105           44           41.9  \n",
              "1585  All Students      104           31           29.8  "
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              "      <td>All Students</td>\n",
              "      <td>24</td>\n",
              "      <td>19</td>\n",
              "      <td>79.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>551</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Maplewood High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>224</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>722</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Collegiate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>56</td>\n",
              "      <td>37</td>\n",
              "      <td>66.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>748</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>STEM Prep High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>101</td>\n",
              "      <td>53</td>\n",
              "      <td>52.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>761</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>127</td>\n",
              "      <td>57</td>\n",
              "      <td>44.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>838</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>339</td>\n",
              "      <td>47</td>\n",
              "      <td>13.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>902</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>367</td>\n",
              "      <td>56</td>\n",
              "      <td>15.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>930</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Middle College High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>47</td>\n",
              "      <td>38</td>\n",
              "      <td>80.9</td>\n",
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              "    <tr>\n",
              "      <th>955</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
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              "      <td>All Students</td>\n",
              "      <td>234</td>\n",
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              "      <td>**</td>\n",
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              "      <th>1121</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Collegiate High School</td>\n",
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              "      <td>67</td>\n",
              "      <td>57</td>\n",
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              "      <td>All Students</td>\n",
              "      <td>99</td>\n",
              "      <td>58</td>\n",
              "      <td>58.6</td>\n",
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              "      <th>1166</th>\n",
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              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
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              "      <td>111</td>\n",
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              "      <th>1243</th>\n",
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              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>322</td>\n",
              "      <td>28</td>\n",
              "      <td>8.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1310</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>342</td>\n",
              "      <td>48</td>\n",
              "      <td>14</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1338</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Early College High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>48</td>\n",
              "      <td>41</td>\n",
              "      <td>85.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1354</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Maplewood High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>190</td>\n",
              "      <td>11</td>\n",
              "      <td>5.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1521</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Collegiate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>94</td>\n",
              "      <td>61</td>\n",
              "      <td>64.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1572</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>STEM Prep High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>105</td>\n",
              "      <td>44</td>\n",
              "      <td>41.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1585</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>104</td>\n",
              "      <td>31</td>\n",
              "      <td>29.8</td>\n",
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          "metadata": {},
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "everyoneabsent= new_chronicabsent[(new_chronicabsent['student_group']=='All Students')]\n",
        "everyoneabsent"
      ],
      "metadata": {
        "colab": {
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          "height": 896
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        "id": "5wlq1xdXUjXd",
        "outputId": "0b59acf2-ae13-4044-de18-d68641285301"
      },
      "execution_count": 62,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     year    school_system                            school_name  \\\n",
              "50   2018  Davidson County                  Glencliff High School   \n",
              "91   2018  Davidson County                      Hunters Lane High   \n",
              "112  2018  Davidson County                    Middle College High   \n",
              "121  2018  Davidson County                         Maplewood High   \n",
              "204  2018  Davidson County  KIPP Nashville Collegiate High School   \n",
              "213  2018  Davidson County                   RePublic High School   \n",
              "264  2019  Davidson County                  Glencliff High School   \n",
              "305  2019  Davidson County                      Hunters Lane High   \n",
              "326  2019  Davidson County                    Middle College High   \n",
              "336  2019  Davidson County                         Maplewood High   \n",
              "374  2019  Davidson County  KIPP Nashville Collegiate High School   \n",
              "393  2019  Davidson County                  STEM Prep High School   \n",
              "403  2019  Davidson County                   RePublic High School   \n",
              "481  2020  Davidson County                  Glencliff High School   \n",
              "522  2020  Davidson County                      Hunters Lane High   \n",
              "543  2020  Davidson County                    Middle College High   \n",
              "553  2020  Davidson County                         Maplewood High   \n",
              "593  2020  Davidson County  KIPP Nashville Collegiate High School   \n",
              "611  2020  Davidson County                  STEM Prep High School   \n",
              "621  2020  Davidson County                   RePublic High School   \n",
              "698  2021  Davidson County                  Glencliff High School   \n",
              "739  2021  Davidson County                      Hunters Lane High   \n",
              "760  2021  Davidson County              Early College High School   \n",
              "770  2021  Davidson County                         Maplewood High   \n",
              "809  2021  Davidson County  KIPP Nashville Collegiate High School   \n",
              "827  2021  Davidson County                  STEM Prep High School   \n",
              "837  2021  Davidson County                   RePublic High School   \n",
              "\n",
              "    student_group  n_students n_chronically_absent pct_chronically_absent  \n",
              "50   All Students        1144                  386                   33.7  \n",
              "91   All Students        1293                  414                     32  \n",
              "112  All Students         118                   19                   16.1  \n",
              "121  All Students         768                  381                   49.6  \n",
              "204  All Students         382                   56                   14.7  \n",
              "213  All Students         648                  203                   31.3  \n",
              "264  All Students        1150                  394                   34.3  \n",
              "305  All Students        1297                  405                   31.2  \n",
              "326  All Students         179                   29                   16.2  \n",
              "336  All Students         755                  311                   41.2  \n",
              "374  All Students         428                   61                   14.3  \n",
              "393  All Students         488                   44                      9  \n",
              "403  All Students         622                  130                   20.9  \n",
              "481  All Students        1036                  606                   58.5  \n",
              "522  All Students        1329                  560                   42.1  \n",
              "543  All Students         157                   34                   21.7  \n",
              "553  All Students         720                  477                   66.3  \n",
              "593  All Students         474                  153                   32.3  \n",
              "611  All Students         507                   50                    9.9  \n",
              "621  All Students         629                  321                     51  \n",
              "698  All Students        1103                  486                   44.1  \n",
              "739  All Students        1391                  648                   46.6  \n",
              "760  All Students         182                   34                   18.7  \n",
              "770  All Students         659                  385                   58.4  \n",
              "809  All Students         464                  126                   27.2  \n",
              "827  All Students         508                  127                     25  \n",
              "837  All Students         643                  387                   60.2  "
            ],
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              "      <th></th>\n",
              "      <th>year</th>\n",
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              "      <th>50</th>\n",
              "      <td>2018</td>\n",
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              "      <td>Glencliff High School</td>\n",
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              "      <th>91</th>\n",
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              "      <td>2018</td>\n",
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              "      <th>213</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
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              "      <th>264</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
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              "      <th>305</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>1297</td>\n",
              "      <td>405</td>\n",
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              "      <td>2019</td>\n",
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              "      <td>179</td>\n",
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              "      <td>2019</td>\n",
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              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>STEM Prep High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>488</td>\n",
              "      <td>44</td>\n",
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              "      <td>2019</td>\n",
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              "      <td>560</td>\n",
              "      <td>42.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>543</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Middle College High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>157</td>\n",
              "      <td>34</td>\n",
              "      <td>21.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>553</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Maplewood High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>720</td>\n",
              "      <td>477</td>\n",
              "      <td>66.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>593</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Collegiate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>474</td>\n",
              "      <td>153</td>\n",
              "      <td>32.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>611</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>STEM Prep High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>507</td>\n",
              "      <td>50</td>\n",
              "      <td>9.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>621</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>629</td>\n",
              "      <td>321</td>\n",
              "      <td>51</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>698</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>1103</td>\n",
              "      <td>486</td>\n",
              "      <td>44.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>739</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>1391</td>\n",
              "      <td>648</td>\n",
              "      <td>46.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>760</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Early College High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>182</td>\n",
              "      <td>34</td>\n",
              "      <td>18.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>770</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Maplewood High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>659</td>\n",
              "      <td>385</td>\n",
              "      <td>58.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>809</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Collegiate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>464</td>\n",
              "      <td>126</td>\n",
              "      <td>27.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>827</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>STEM Prep High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>508</td>\n",
              "      <td>127</td>\n",
              "      <td>25</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>837</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>643</td>\n",
              "      <td>387</td>\n",
              "      <td>60.2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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          "metadata": {},
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "everyoneact= new_actscore[(new_actscore['Subgroup']=='All Students')]\n",
        "everyoneact"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
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        "id": "qJiZI9hoXpeh",
        "outputId": "f5b295e8-3d89-4e19-fc22-75ca77d6818e"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     year    District Name                            School Name  \\\n",
              "21   2018  Davidson County                  Glencliff High School   \n",
              "41   2018  Davidson County                      Hunters Lane High   \n",
              "51   2018  Davidson County                    Middle College High   \n",
              "59   2018  Davidson County                         Maplewood High   \n",
              "112  2018  Davidson County  KIPP Nashville Collegiate High School   \n",
              "121  2018  Davidson County                  STEM Prep High School   \n",
              "126  2018  Davidson County                   RePublic High School   \n",
              "156  2019  Davidson County                  Glencliff High School   \n",
              "175  2019  Davidson County                      Hunters Lane High   \n",
              "185  2019  Davidson County                    Middle College High   \n",
              "194  2019  Davidson County                         Maplewood High   \n",
              "252  2019  Davidson County  KIPP Nashville Collegiate High School   \n",
              "262  2019  Davidson County                  STEM Prep High School   \n",
              "267  2019  Davidson County                   RePublic High School   \n",
              "295  2020  Davidson County                  Glencliff High School   \n",
              "314  2020  Davidson County                      Hunters Lane High   \n",
              "324  2020  Davidson County                    Middle College High   \n",
              "329  2020  Davidson County                         Maplewood High   \n",
              "381  2020  Davidson County  KIPP Nashville Collegiate High School   \n",
              "401  2020  Davidson County                  STEM Prep High School   \n",
              "406  2020  Davidson County                   RePublic High School   \n",
              "436  2021  Davidson County                  Glencliff High School   \n",
              "459  2021  Davidson County                      Hunters Lane High   \n",
              "469  2021  Davidson County              Early College High School   \n",
              "478  2021  Davidson County                         Maplewood High   \n",
              "533  2021  Davidson County  KIPP Nashville Collegiate High School   \n",
              "558  2021  Davidson County                  STEM Prep High School   \n",
              "563  2021  Davidson County                   RePublic High School   \n",
              "\n",
              "         Subgroup  Valid Tests Participation Rate Average English Score  \\\n",
              "21   All Students        228.0                 99                  14.5   \n",
              "41   All Students        324.0                100                    15   \n",
              "51   All Students         23.0                100                  23.8   \n",
              "59   All Students        170.0                 98                  13.6   \n",
              "112  All Students         47.0                100                  21.6   \n",
              "121  All Students         94.0                100                  19.3   \n",
              "126  All Students        116.0                100                  20.7   \n",
              "156  All Students        196.0                 92                  14.5   \n",
              "175  All Students        261.0                 89                    15   \n",
              "185  All Students         39.0                 83                  22.8   \n",
              "194  All Students        136.0                 84                  13.6   \n",
              "252  All Students         57.0                100                  21.9   \n",
              "262  All Students         92.0                 97                  20.1   \n",
              "267  All Students         99.0                 99                  21.2   \n",
              "295  All Students        164.0                 83                  12.9   \n",
              "314  All Students        234.0                 84                    13   \n",
              "324  All Students          3.0                  *                     *   \n",
              "329  All Students        123.0                 93                  13.1   \n",
              "381  All Students         82.0                 98                  19.6   \n",
              "401  All Students         82.0                 81                  18.1   \n",
              "406  All Students         86.0                 96                    18   \n",
              "436  All Students        193.0                 97                  12.2   \n",
              "459  All Students        309.0                 99                    13   \n",
              "469  All Students         48.0                100                  23.7   \n",
              "478  All Students        126.0                 92                  11.9   \n",
              "533  All Students         95.0                100                  16.9   \n",
              "558  All Students        118.0                100                  14.9   \n",
              "563  All Students        146.0                 99                  15.2   \n",
              "\n",
              "    Average Math Score Average Reading Score Average Science Score  \\\n",
              "21                16.2                  16.1                  16.3   \n",
              "41                16.1                  16.2                  16.2   \n",
              "51                22.1                  23.7                  22.5   \n",
              "59                15.6                  15.3                  15.6   \n",
              "112               20.6                  20.9                  20.6   \n",
              "121               19.8                  19.5                  20.2   \n",
              "126               19.2                  20.8                    20   \n",
              "156               16.2                  16.1                  16.5   \n",
              "175               15.8                  16.5                    16   \n",
              "185               19.7                  23.7                  21.6   \n",
              "194                 15                  14.5                  15.2   \n",
              "252               21.1                  21.4                  20.6   \n",
              "262                 20                  20.4                  20.3   \n",
              "267                 18                  20.6                  19.4   \n",
              "295                 15                  14.5                    15   \n",
              "314               15.2                  14.5                  14.9   \n",
              "324                  *                     *                     *   \n",
              "329                 15                  14.3                  14.9   \n",
              "381               18.5                  19.5                  18.2   \n",
              "401                 18                  18.5                  18.5   \n",
              "406               16.6                  18.2                  17.7   \n",
              "436               14.9                  14.3                  15.2   \n",
              "459               15.1                  15.2                  15.2   \n",
              "469                 20                  25.2                  22.4   \n",
              "478               14.6                  13.9                  14.8   \n",
              "533               17.2                  17.7                  18.1   \n",
              "558               16.7                  16.6                  17.2   \n",
              "563               16.1                  17.2                  17.1   \n",
              "\n",
              "    Average Composite Score Number Scoring 21 or Higher  \\\n",
              "21                     15.9                          24   \n",
              "41                       16                          33   \n",
              "51                     23.3                          17   \n",
              "59                     15.2                           9   \n",
              "112                    21.1                          27   \n",
              "121                    19.9                          41   \n",
              "126                    20.3                          50   \n",
              "156                      16                          24   \n",
              "175                      16                          31   \n",
              "185                    22.1                          24   \n",
              "194                    14.7                          **   \n",
              "252                    21.3                          33   \n",
              "262                    20.3                          42   \n",
              "267                      20                          34   \n",
              "295                    14.5                          10   \n",
              "314                    14.5                          15   \n",
              "324                       *                           *   \n",
              "329                    14.5                          **   \n",
              "381                    19.1                          35   \n",
              "401                    18.4                          25   \n",
              "406                    17.8                          21   \n",
              "436                    14.3                          **   \n",
              "459                    14.8                          19   \n",
              "469                      23                          39   \n",
              "478                    13.9                          **   \n",
              "533                    17.7                          23   \n",
              "558                    16.5                          20   \n",
              "563                    16.6                          25   \n",
              "\n",
              "    Percent Scoring 21 or Higher Number Scoring Below 19  \\\n",
              "21                          10.5                     191   \n",
              "41                          10.2                     271   \n",
              "51                          73.9                       5   \n",
              "59                           5.3                     149   \n",
              "112                         57.4                      13   \n",
              "121                         43.6                      36   \n",
              "126                         43.1                      40   \n",
              "156                         12.2                     157   \n",
              "175                         11.9                     212   \n",
              "185                         61.5                       7   \n",
              "194                           **                      **   \n",
              "252                         57.9                      14   \n",
              "262                         45.7                      38   \n",
              "267                         34.3                      34   \n",
              "295                          6.1                     148   \n",
              "314                          6.4                     207   \n",
              "324                            *                       *   \n",
              "329                           **                      **   \n",
              "381                         42.7                      39   \n",
              "401                         30.5                      43   \n",
              "406                         24.4                      53   \n",
              "436                           **                      **   \n",
              "459                          6.1                     265   \n",
              "469                         81.3                       4   \n",
              "478                           **                      **   \n",
              "533                         24.2                      56   \n",
              "558                         16.9                      86   \n",
              "563                         17.1                     105   \n",
              "\n",
              "    Percent Scoring Below 19  \n",
              "21                      83.8  \n",
              "41                      83.6  \n",
              "51                      21.7  \n",
              "59                      87.6  \n",
              "112                     27.7  \n",
              "121                     38.3  \n",
              "126                     34.5  \n",
              "156                     80.1  \n",
              "175                     81.2  \n",
              "185                     17.9  \n",
              "194                       **  \n",
              "252                     24.6  \n",
              "262                     41.3  \n",
              "267                     34.3  \n",
              "295                     90.2  \n",
              "314                     88.5  \n",
              "324                        *  \n",
              "329                       **  \n",
              "381                     47.6  \n",
              "401                     52.4  \n",
              "406                     61.6  \n",
              "436                       **  \n",
              "459                     85.8  \n",
              "469                      8.3  \n",
              "478                       **  \n",
              "533                     58.9  \n",
              "558                     72.9  \n",
              "563                     71.9  "
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              "      <td>Davidson County</td>\n",
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              "      <td>13.6</td>\n",
              "      <td>15.6</td>\n",
              "      <td>15.3</td>\n",
              "      <td>15.6</td>\n",
              "      <td>15.2</td>\n",
              "      <td>9</td>\n",
              "      <td>5.3</td>\n",
              "      <td>149</td>\n",
              "      <td>87.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>112</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Collegiate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>47.0</td>\n",
              "      <td>100</td>\n",
              "      <td>21.6</td>\n",
              "      <td>20.6</td>\n",
              "      <td>20.9</td>\n",
              "      <td>20.6</td>\n",
              "      <td>21.1</td>\n",
              "      <td>27</td>\n",
              "      <td>57.4</td>\n",
              "      <td>13</td>\n",
              "      <td>27.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>121</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>STEM Prep High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>94.0</td>\n",
              "      <td>100</td>\n",
              "      <td>19.3</td>\n",
              "      <td>19.8</td>\n",
              "      <td>19.5</td>\n",
              "      <td>20.2</td>\n",
              "      <td>19.9</td>\n",
              "      <td>41</td>\n",
              "      <td>43.6</td>\n",
              "      <td>36</td>\n",
              "      <td>38.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>126</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>116.0</td>\n",
              "      <td>100</td>\n",
              "      <td>20.7</td>\n",
              "      <td>19.2</td>\n",
              "      <td>20.8</td>\n",
              "      <td>20</td>\n",
              "      <td>20.3</td>\n",
              "      <td>50</td>\n",
              "      <td>43.1</td>\n",
              "      <td>40</td>\n",
              "      <td>34.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>156</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>196.0</td>\n",
              "      <td>92</td>\n",
              "      <td>14.5</td>\n",
              "      <td>16.2</td>\n",
              "      <td>16.1</td>\n",
              "      <td>16.5</td>\n",
              "      <td>16</td>\n",
              "      <td>24</td>\n",
              "      <td>12.2</td>\n",
              "      <td>157</td>\n",
              "      <td>80.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>175</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>261.0</td>\n",
              "      <td>89</td>\n",
              "      <td>15</td>\n",
              "      <td>15.8</td>\n",
              "      <td>16.5</td>\n",
              "      <td>16</td>\n",
              "      <td>16</td>\n",
              "      <td>31</td>\n",
              "      <td>11.9</td>\n",
              "      <td>212</td>\n",
              "      <td>81.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Middle College High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>39.0</td>\n",
              "      <td>83</td>\n",
              "      <td>22.8</td>\n",
              "      <td>19.7</td>\n",
              "      <td>23.7</td>\n",
              "      <td>21.6</td>\n",
              "      <td>22.1</td>\n",
              "      <td>24</td>\n",
              "      <td>61.5</td>\n",
              "      <td>7</td>\n",
              "      <td>17.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>194</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Maplewood High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>136.0</td>\n",
              "      <td>84</td>\n",
              "      <td>13.6</td>\n",
              "      <td>15</td>\n",
              "      <td>14.5</td>\n",
              "      <td>15.2</td>\n",
              "      <td>14.7</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>252</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Collegiate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>57.0</td>\n",
              "      <td>100</td>\n",
              "      <td>21.9</td>\n",
              "      <td>21.1</td>\n",
              "      <td>21.4</td>\n",
              "      <td>20.6</td>\n",
              "      <td>21.3</td>\n",
              "      <td>33</td>\n",
              "      <td>57.9</td>\n",
              "      <td>14</td>\n",
              "      <td>24.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>262</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>STEM Prep High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>92.0</td>\n",
              "      <td>97</td>\n",
              "      <td>20.1</td>\n",
              "      <td>20</td>\n",
              "      <td>20.4</td>\n",
              "      <td>20.3</td>\n",
              "      <td>20.3</td>\n",
              "      <td>42</td>\n",
              "      <td>45.7</td>\n",
              "      <td>38</td>\n",
              "      <td>41.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>267</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>99.0</td>\n",
              "      <td>99</td>\n",
              "      <td>21.2</td>\n",
              "      <td>18</td>\n",
              "      <td>20.6</td>\n",
              "      <td>19.4</td>\n",
              "      <td>20</td>\n",
              "      <td>34</td>\n",
              "      <td>34.3</td>\n",
              "      <td>34</td>\n",
              "      <td>34.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>295</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>164.0</td>\n",
              "      <td>83</td>\n",
              "      <td>12.9</td>\n",
              "      <td>15</td>\n",
              "      <td>14.5</td>\n",
              "      <td>15</td>\n",
              "      <td>14.5</td>\n",
              "      <td>10</td>\n",
              "      <td>6.1</td>\n",
              "      <td>148</td>\n",
              "      <td>90.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>314</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>234.0</td>\n",
              "      <td>84</td>\n",
              "      <td>13</td>\n",
              "      <td>15.2</td>\n",
              "      <td>14.5</td>\n",
              "      <td>14.9</td>\n",
              "      <td>14.5</td>\n",
              "      <td>15</td>\n",
              "      <td>6.4</td>\n",
              "      <td>207</td>\n",
              "      <td>88.5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>324</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Middle College High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>3.0</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>329</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Maplewood High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>123.0</td>\n",
              "      <td>93</td>\n",
              "      <td>13.1</td>\n",
              "      <td>15</td>\n",
              "      <td>14.3</td>\n",
              "      <td>14.9</td>\n",
              "      <td>14.5</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>381</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Collegiate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>82.0</td>\n",
              "      <td>98</td>\n",
              "      <td>19.6</td>\n",
              "      <td>18.5</td>\n",
              "      <td>19.5</td>\n",
              "      <td>18.2</td>\n",
              "      <td>19.1</td>\n",
              "      <td>35</td>\n",
              "      <td>42.7</td>\n",
              "      <td>39</td>\n",
              "      <td>47.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>401</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>STEM Prep High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>82.0</td>\n",
              "      <td>81</td>\n",
              "      <td>18.1</td>\n",
              "      <td>18</td>\n",
              "      <td>18.5</td>\n",
              "      <td>18.5</td>\n",
              "      <td>18.4</td>\n",
              "      <td>25</td>\n",
              "      <td>30.5</td>\n",
              "      <td>43</td>\n",
              "      <td>52.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>406</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>86.0</td>\n",
              "      <td>96</td>\n",
              "      <td>18</td>\n",
              "      <td>16.6</td>\n",
              "      <td>18.2</td>\n",
              "      <td>17.7</td>\n",
              "      <td>17.8</td>\n",
              "      <td>21</td>\n",
              "      <td>24.4</td>\n",
              "      <td>53</td>\n",
              "      <td>61.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>436</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Glencliff High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>193.0</td>\n",
              "      <td>97</td>\n",
              "      <td>12.2</td>\n",
              "      <td>14.9</td>\n",
              "      <td>14.3</td>\n",
              "      <td>15.2</td>\n",
              "      <td>14.3</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>459</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>309.0</td>\n",
              "      <td>99</td>\n",
              "      <td>13</td>\n",
              "      <td>15.1</td>\n",
              "      <td>15.2</td>\n",
              "      <td>15.2</td>\n",
              "      <td>14.8</td>\n",
              "      <td>19</td>\n",
              "      <td>6.1</td>\n",
              "      <td>265</td>\n",
              "      <td>85.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>469</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Early College High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>48.0</td>\n",
              "      <td>100</td>\n",
              "      <td>23.7</td>\n",
              "      <td>20</td>\n",
              "      <td>25.2</td>\n",
              "      <td>22.4</td>\n",
              "      <td>23</td>\n",
              "      <td>39</td>\n",
              "      <td>81.3</td>\n",
              "      <td>4</td>\n",
              "      <td>8.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>478</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Maplewood High</td>\n",
              "      <td>All Students</td>\n",
              "      <td>126.0</td>\n",
              "      <td>92</td>\n",
              "      <td>11.9</td>\n",
              "      <td>14.6</td>\n",
              "      <td>13.9</td>\n",
              "      <td>14.8</td>\n",
              "      <td>13.9</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "      <td>**</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>533</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Collegiate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>95.0</td>\n",
              "      <td>100</td>\n",
              "      <td>16.9</td>\n",
              "      <td>17.2</td>\n",
              "      <td>17.7</td>\n",
              "      <td>18.1</td>\n",
              "      <td>17.7</td>\n",
              "      <td>23</td>\n",
              "      <td>24.2</td>\n",
              "      <td>56</td>\n",
              "      <td>58.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>558</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>STEM Prep High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>118.0</td>\n",
              "      <td>100</td>\n",
              "      <td>14.9</td>\n",
              "      <td>16.7</td>\n",
              "      <td>16.6</td>\n",
              "      <td>17.2</td>\n",
              "      <td>16.5</td>\n",
              "      <td>20</td>\n",
              "      <td>16.9</td>\n",
              "      <td>86</td>\n",
              "      <td>72.9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>563</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>RePublic High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>146.0</td>\n",
              "      <td>99</td>\n",
              "      <td>15.2</td>\n",
              "      <td>16.1</td>\n",
              "      <td>17.2</td>\n",
              "      <td>17.1</td>\n",
              "      <td>16.6</td>\n",
              "      <td>25</td>\n",
              "      <td>17.1</td>\n",
              "      <td>105</td>\n",
              "      <td>71.9</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1603cfda-6bbc-4c38-b6b9-e299b1127107')\"\n",
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              "    .colab-df-container {\n",
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              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
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              "      border-radius: 50%;\n",
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              "    [theme=dark] .colab-df-convert {\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-1603cfda-6bbc-4c38-b6b9-e299b1127107');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
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              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "example_ready=new_readygrad.loc[new_readygrad['school_name'].isin([\"KIPP Nashville Collegiate High School\", \"Hunters Lane High\"]) & (new_readygrad['subgroup'] == \"All Students\")]\n",
        "example_ready"
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        "id": "s28G6n0C04Hg",
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              "      year      system_name                            school_name  \\\n",
              "127   2018  Davidson County                      Hunters Lane High   \n",
              "347   2018  Davidson County  KIPP Nashville Collegiate High School   \n",
              "499   2019  Davidson County                      Hunters Lane High   \n",
              "722   2019  Davidson County  KIPP Nashville Collegiate High School   \n",
              "902   2020  Davidson County                      Hunters Lane High   \n",
              "1121  2020  Davidson County  KIPP Nashville Collegiate High School   \n",
              "1310  2021  Davidson County                      Hunters Lane High   \n",
              "1521  2021  Davidson County  KIPP Nashville Collegiate High School   \n",
              "\n",
              "          subgroup  n_count n_ready_grad pct_ready_grad  \n",
              "127   All Students      456           80           17.5  \n",
              "347   All Students       65           39             60  \n",
              "499   All Students      396           52           13.1  \n",
              "722   All Students       56           37           66.1  \n",
              "902   All Students      367           56           15.3  \n",
              "1121  All Students       67           57           85.1  \n",
              "1310  All Students      342           48             14  \n",
              "1521  All Students       94           61           64.9  "
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              "      <td>64.9</td>\n",
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          "metadata": {},
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    },
    {
      "cell_type": "code",
      "source": [
        "example_act=new_actscore.loc[new_actscore['School Name'].isin([\"KIPP Nashville Collegiate High School\", \"Hunters Lane High\"]) & (new_actscore['Subgroup'] == \"All Students\")]\n",
        "example_act"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 674
        },
        "id": "sJMEdpMM3ENH",
        "outputId": "ce0c3a11-ffee-4dc4-a033-5acc35a73b90"
      },
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     year    District Name                            School Name  \\\n",
              "41   2018  Davidson County                      Hunters Lane High   \n",
              "112  2018  Davidson County  KIPP Nashville Collegiate High School   \n",
              "175  2019  Davidson County                      Hunters Lane High   \n",
              "252  2019  Davidson County  KIPP Nashville Collegiate High School   \n",
              "314  2020  Davidson County                      Hunters Lane High   \n",
              "381  2020  Davidson County  KIPP Nashville Collegiate High School   \n",
              "459  2021  Davidson County                      Hunters Lane High   \n",
              "533  2021  Davidson County  KIPP Nashville Collegiate High School   \n",
              "\n",
              "         Subgroup  Valid Tests Participation Rate Average English Score  \\\n",
              "41   All Students        324.0                100                    15   \n",
              "112  All Students         47.0                100                  21.6   \n",
              "175  All Students        261.0                 89                    15   \n",
              "252  All Students         57.0                100                  21.9   \n",
              "314  All Students        234.0                 84                    13   \n",
              "381  All Students         82.0                 98                  19.6   \n",
              "459  All Students        309.0                 99                    13   \n",
              "533  All Students         95.0                100                  16.9   \n",
              "\n",
              "    Average Math Score Average Reading Score Average Science Score  \\\n",
              "41                16.1                  16.2                  16.2   \n",
              "112               20.6                  20.9                  20.6   \n",
              "175               15.8                  16.5                    16   \n",
              "252               21.1                  21.4                  20.6   \n",
              "314               15.2                  14.5                  14.9   \n",
              "381               18.5                  19.5                  18.2   \n",
              "459               15.1                  15.2                  15.2   \n",
              "533               17.2                  17.7                  18.1   \n",
              "\n",
              "    Average Composite Score Number Scoring 21 or Higher  \\\n",
              "41                       16                          33   \n",
              "112                    21.1                          27   \n",
              "175                      16                          31   \n",
              "252                    21.3                          33   \n",
              "314                    14.5                          15   \n",
              "381                    19.1                          35   \n",
              "459                    14.8                          19   \n",
              "533                    17.7                          23   \n",
              "\n",
              "    Percent Scoring 21 or Higher Number Scoring Below 19  \\\n",
              "41                          10.2                     271   \n",
              "112                         57.4                      13   \n",
              "175                         11.9                     212   \n",
              "252                         57.9                      14   \n",
              "314                          6.4                     207   \n",
              "381                         42.7                      39   \n",
              "459                          6.1                     265   \n",
              "533                         24.2                      56   \n",
              "\n",
              "    Percent Scoring Below 19  \n",
              "41                      83.6  \n",
              "112                     27.7  \n",
              "175                     81.2  \n",
              "252                     24.6  \n",
              "314                     88.5  \n",
              "381                     47.6  \n",
              "459                     85.8  \n",
              "533                     58.9  "
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              "      <th>41</th>\n",
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              "      <td>Davidson County</td>\n",
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              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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    {
      "cell_type": "code",
      "source": [
        "example_abs=new_chronicabsent.loc[new_chronicabsent['school_name'].isin([\"KIPP Nashville Collegiate High School\", \"Hunters Lane High\"]) & (new_chronicabsent['student_group'] == \"All Students\")]\n",
        "example_abs"
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      "metadata": {
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        "outputId": "4ad54a85-3167-46da-a336-7d4dbdda1890"
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      "execution_count": 66,
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              "     year    school_system                            school_name  \\\n",
              "91   2018  Davidson County                      Hunters Lane High   \n",
              "204  2018  Davidson County  KIPP Nashville Collegiate High School   \n",
              "305  2019  Davidson County                      Hunters Lane High   \n",
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              "522  2020  Davidson County                      Hunters Lane High   \n",
              "593  2020  Davidson County  KIPP Nashville Collegiate High School   \n",
              "739  2021  Davidson County                      Hunters Lane High   \n",
              "809  2021  Davidson County  KIPP Nashville Collegiate High School   \n",
              "\n",
              "    student_group  n_students n_chronically_absent pct_chronically_absent  \n",
              "91   All Students        1293                  414                     32  \n",
              "204  All Students         382                   56                   14.7  \n",
              "305  All Students        1297                  405                   31.2  \n",
              "374  All Students         428                   61                   14.3  \n",
              "522  All Students        1329                  560                   42.1  \n",
              "593  All Students         474                  153                   32.3  \n",
              "739  All Students        1391                  648                   46.6  \n",
              "809  All Students         464                  126                   27.2  "
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    {
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      "source": [
        "example_cgr=cgr.loc[cgr['school_name'].isin([\"KIPP Nashville Collegiate High School\", \"Hunters Lane High School\"])]\n",
        "example_cgr"
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      "metadata": {
        "colab": {
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        "id": "rccfpKkpMYvQ",
        "outputId": "88963179-3ec6-4194-8fb0-f9cefd5e0741"
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      "execution_count": 67,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    year      system_name                            school_name  \\\n",
              "1   2018  Davidson County               Hunters Lane High School   \n",
              "4   2018  Davidson County  KIPP Nashville Collegiate High School   \n",
              "8   2019  Davidson County               Hunters Lane High School   \n",
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              "15  2020  Davidson County               Hunters Lane High School   \n",
              "18  2020  Davidson County  KIPP Nashville Collegiate High School   \n",
              "22  2021  Davidson County               Hunters Lane High School   \n",
              "25  2021  Davidson County  KIPP Nashville Collegiate High School   \n",
              "\n",
              "        subgroup   cgr  \n",
              "1   All Students  37.9  \n",
              "4   All Students  80.0  \n",
              "8   All Students  38.0  \n",
              "11  All Students  76.0  \n",
              "15  All Students  31.0  \n",
              "18  All Students  58.0  \n",
              "22  All Students  28.0  \n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-df314793-bdea-444a-995b-9738f8b2b002 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-df314793-bdea-444a-995b-9738f8b2b002');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Visualizations"
      ],
      "metadata": {
        "id": "l0j2yuxXyz3o"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fig= px.bar(epsos, x=\"School Name\", y=\"Total EPSOs\", title=\"Total Early Post Secondary Opportunities (EPSOs) Per School (as of 2022-23 Academic Year)\")\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "c7_qNXfeMtgI",
        "outputId": "b557c356-3c69-4d3f-a98a-ef3755ed9979"
      },
      "execution_count": 68,
      "outputs": [
        {
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          "metadata": {}
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    },
    {
      "cell_type": "code",
      "source": [
        "everyone=new_readygrad.loc[new_readygrad['subgroup'].isin(['All Students'])]\n",
        "everyone\n",
        "#total number of ready grad for the past four school years\n",
        "fig = px.pie(everyone, values=\"n_ready_grad\", names=\"school_name\")\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "XEEKJ1qYlWck",
        "outputId": "d7c79932-61ca-440f-9ec5-e5c1a1a323e2"
      },
      "execution_count": 69,
      "outputs": [
        {
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    {
      "cell_type": "code",
      "source": [
        "fig=px.histogram(everyone, x=\"school_name\", y='n_ready_grad', color='year', barmode='group', height=400, labels={\"school_name\": \"School Name\",\"n_ready_grad\": \"Ready Grad Count\"},title=\"Ready Grad Count\")\n",
        "fig.show()\n",
        "#combine mchs and echs for comparison to ghs"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "id": "XASQwxImW-Gk",
        "outputId": "21b6f67b-207d-4ea3-c250-9446193eacc7"
      },
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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          "metadata": {}
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "everyone2018= new_readygrad[(new_readygrad['year'] == 2018) & (new_readygrad['subgroup'] == \"All Students\")]\n",
        "everyone2018\n",
        "fig=px.pie(everyone2018, values=\"n_ready_grad\", names='school_name')\n",
        "fig.show()\n",
        "fig=px.histogram(everyone2018, x='school_name', y='n_ready_grad')\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "sGWsXg7D9Ehl",
        "outputId": "0cebab9c-5a1b-4451-fd93-d36c0fd348a7"
      },
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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    {
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      "source": [
        "everyone2019= new_readygrad[(new_readygrad['year'] == 2019) & (new_readygrad['subgroup'] == \"All Students\")]\n",
        "everyone2019\n",
        "fig=px.pie(everyone2019, values=\"n_ready_grad\", names='school_name')\n",
        "fig.show()\n",
        "fig=px.histogram(everyone2019, x='school_name', y='n_ready_grad')\n",
        "fig.show()\n",
        "#2019-20 Ready Graduate data are lagged and reflect the 2018-19 cohort"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "v3jPFEkh-GHA",
        "outputId": "a5c2213c-54fd-4ed4-d34f-a7cc47b81eca"
      },
      "execution_count": 72,
      "outputs": [
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      "source": [
        "everyone2020= new_readygrad[(new_readygrad['year'] == 2020) & (new_readygrad['subgroup'] == \"All Students\")]\n",
        "everyone2020\n",
        "fig=px.pie(everyone2020, values=\"n_ready_grad\", names='school_name')\n",
        "fig.show()\n",
        "fig=px.histogram(everyone2020, x='school_name', y='n_ready_grad')\n",
        "fig.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
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        "id": "1ymbHuXv-VMo",
        "outputId": "2487ed30-966b-4192-b84a-cf0c984eb07d"
      },
      "execution_count": 73,
      "outputs": [
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    {
      "cell_type": "code",
      "source": [
        "everyone2021= new_readygrad[(new_readygrad['year'] == 2021) & (new_readygrad['subgroup'] == \"All Students\")]\n",
        "everyone2021\n",
        "fig=px.pie(everyone2021, values=\"n_ready_grad\", names='school_name')\n",
        "fig.show()\n",
        "fig=px.histogram(everyone2021, x=\"school_name\", y='n_ready_grad', labels={\n",
        "                     \"school_name\": \"School Name\",\n",
        "                     \"n_ready_grad\": \"Ready Grad Count\"\n",
        "                 })\n",
        "#fig = px.line(everyone2021, x=\"year\", y=\"n_ready_grad\", color='school_name')\n",
        "fig.show()\n",
        "\n",
        "\n",
        "#maplewood did not report their ready grad numbers for the 2019-2020 and 2020-21 school years"
      ],
      "metadata": {
        "id": "1HNa_6uv-2Ao",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "a09f1d3a-0af3-4431-b827-c9d1d03f2ad9"
      },
      "execution_count": 74,
      "outputs": [
        {
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    {
      "cell_type": "code",
      "source": [
        "fig = px.histogram(everyoneabsent, x=\"school_name\", y=\"n_chronically_absent\", color='year',barmode='group',labels={\"school_name\": \"School Name\",\"n_chronically_absent\": \"Total Chronically Absent\"},height=400, title='Chronic Absenteeism')\n",
        "fig.show()\n",
        "#use maplewood and knchs for tableau viz"
      ],
      "metadata": {
        "id": "KHafUbbLVLk0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "3301b7a0-f887-4aa2-8f9f-d89e0916bcda"
      },
      "execution_count": 75,
      "outputs": [
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    {
      "cell_type": "code",
      "source": [
        "fig=px.histogram(everyoneact, x='School Name', y='Number Scoring 21 or Higher', color='year', barmode='group', labels={\"School Name\": \"School Name\",\"Number Scoring 21 or Higher\": \"21+ ACT\"}, height=400, title='21 or Higher on the ACT')\n",
        "fig.show()\n",
        "fig=px.histogram(everyoneact, x='School Name', y='Number Scoring Below 19', color='year', barmode='group', labels={\"School Name\": \"School Name\",\"Number Scoring 19 or Below\": \"Below 19 on ACT\"},height=400, title='19 or Below on the ACT')\n",
        "fig.show()"
      ],
      "metadata": {
        "id": "PGAerXvDYtfp",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 817
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              "                            \n",
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    {
      "cell_type": "code",
      "source": [
        "predictive_model=pd.read_csv('https://raw.githubusercontent.com/mawonuga121/ohtobeascholar/main/predictive_model.csv')\n",
        "predictive_model"
      ],
      "metadata": {
        "id": "_xgDp50XJQcX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "outputId": "7f96c9cf-6f1f-4e17-fa9a-09d84c438df2"
      },
      "execution_count": 77,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   year      system_name                            school_name      subgroup  \\\n",
              "0  2018  Davidson County               Hunters Lane High School  All Students   \n",
              "1  2018  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "2  2019  Davidson County               Hunters Lane High School  All Students   \n",
              "3  2019  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "4  2020  Davidson County               Hunters Lane High School  All Students   \n",
              "5  2020  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "6  2021  Davidson County               Hunters Lane High School  All Students   \n",
              "7  2021  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "\n",
              "    cgr  num_21  num_readygrad  num_chronic  espos  \n",
              "0  37.9      33             80          414     27  \n",
              "1  80.0      27             39           56     12  \n",
              "2  38.0      31             52          405     27  \n",
              "3  76.0      33             37           61     12  \n",
              "4  31.0      15             56          560     27  \n",
              "5  58.0      35             57          153     12  \n",
              "6  28.0      19             48          648     27  \n",
              "7  53.0      23             61          126     12  "
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              "      <th></th>\n",
              "      <th>year</th>\n",
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              "      <th>school_name</th>\n",
              "      <th>subgroup</th>\n",
              "      <th>cgr</th>\n",
              "      <th>num_21</th>\n",
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              "      <th>espos</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>37.9</td>\n",
              "      <td>33</td>\n",
              "      <td>80</td>\n",
              "      <td>414</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2018</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Colleigate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>80.0</td>\n",
              "      <td>27</td>\n",
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              "      <td>56</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>38.0</td>\n",
              "      <td>31</td>\n",
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              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Colleigate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>76.0</td>\n",
              "      <td>33</td>\n",
              "      <td>37</td>\n",
              "      <td>61</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>31.0</td>\n",
              "      <td>15</td>\n",
              "      <td>56</td>\n",
              "      <td>560</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2020</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Colleigate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>58.0</td>\n",
              "      <td>35</td>\n",
              "      <td>57</td>\n",
              "      <td>153</td>\n",
              "      <td>12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>Hunters Lane High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>28.0</td>\n",
              "      <td>19</td>\n",
              "      <td>48</td>\n",
              "      <td>648</td>\n",
              "      <td>27</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2021</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Colleigate High School</td>\n",
              "      <td>All Students</td>\n",
              "      <td>53.0</td>\n",
              "      <td>23</td>\n",
              "      <td>61</td>\n",
              "      <td>126</td>\n",
              "      <td>12</td>\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-c0610ec6-2a04-411d-a477-9585782cee13');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
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              "\n",
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              "            + ' to learn more about interactive tables.';\n",
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              "  "
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          "metadata": {},
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    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "\n",
        "# Predictive Model"
      ],
      "metadata": {
        "id": "e3MzCuhW3Ib3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#multiple regression\n",
        "#how do i have an expected value w/o it giving me the exact?\n",
        "#X = predictive_model[['num_21','num_chronic','espos']]\n",
        "#y = predictive_model['cgr']\n",
        "#ACT scores\n",
        "X= example_act[['Number Scoring 21 or Higher', 'Number Scoring Below 19']]\n",
        "y= example_cgr[['cgr']]"
      ],
      "metadata": {
        "id": "fuhgRzEwKTVt"
      },
      "execution_count": 78,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.3, random_state = 100)"
      ],
      "metadata": {
        "id": "Wqc2R7Z5H174"
      },
      "execution_count": 79,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "regr = linear_model.LinearRegression()\n",
        "regr.fit(X, y)"
      ],
      "metadata": {
        "id": "rk5s6a-6fNjU",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "outputId": "9423cc04-540d-4bd4-bcbd-1389a44775c0"
      },
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression()"
            ],
            "text/html": [
              "<style>#sk-container-id-4 {color: black;background-color: white;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-4 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-4 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-4 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-4 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 80
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "act_predictedcgr = regr.predict([[23, 56]])\n",
        "#2021 predicted cgr (hunters lane): 36.5\n",
        "#2021 predicted cgr (knchs): 68.9\n",
        "print(act_predictedcgr)"
      ],
      "metadata": {
        "id": "NFJqdD7WfQEv",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "672838e8-d7d0-4de9-aa97-651f3d9ee01b"
      },
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[59.7505357]]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but LinearRegression was fitted with feature names\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x=example_abs[['n_students', 'n_chronically_absent']]\n",
        "Y= example_cgr[['cgr']]"
      ],
      "metadata": {
        "id": "m0jWyZ8fNL16"
      },
      "execution_count": 82,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "x_train, x_test, Y_train, Y_test = train_test_split(x, Y, test_size = 0.3, random_state = 100)"
      ],
      "metadata": {
        "id": "KxW8ZYydMXzt"
      },
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "regr = linear_model.LinearRegression()\n",
        "regr.fit(x, Y)"
      ],
      "metadata": {
        "id": "bww4c0EgNcsA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "outputId": "cba1784d-a912-4f50-a2f6-c485eaa5b62f"
      },
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression()"
            ],
            "text/html": [
              "<style>#sk-container-id-5 {color: black;background-color: white;}#sk-container-id-5 pre{padding: 0;}#sk-container-id-5 div.sk-toggleable {background-color: white;}#sk-container-id-5 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-5 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-5 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-5 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-5 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-5 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-5 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-5 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-5 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-5 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-5 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-5 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-5 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-5 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-5 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-5 div.sk-item {position: relative;z-index: 1;}#sk-container-id-5 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-5 div.sk-item::before, #sk-container-id-5 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-5 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-5 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-5 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-5 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-5 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-5 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-5 div.sk-label-container {text-align: center;}#sk-container-id-5 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-5 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-5\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" checked><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 84
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "abs_predictedcgr= regr.predict([[464, 126]])\n",
        "#2021 predicted cgr (hunters lane): -149.7\n",
        "#2021 predicted cgr (knchs): 17.4\n",
        "print(abs_predictedcgr)"
      ],
      "metadata": {
        "id": "bzsvs4rQNhRh",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "163e1282-2763-4886-88af-c85969f24ae8"
      },
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[65.04887058]]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but LinearRegression was fitted with feature names\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "a= example_ready[['n_count', 'n_ready_grad']]\n",
        "b= example_cgr[['cgr']]"
      ],
      "metadata": {
        "id": "jMW3deylOnxV"
      },
      "execution_count": 86,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "a_train, a_test, b_train, b_test = train_test_split(a, b, test_size = 0.3, random_state = 100)"
      ],
      "metadata": {
        "id": "-mwP8VnZNC11"
      },
      "execution_count": 87,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "regr = linear_model.LinearRegression()\n",
        "regr.fit(a, b)"
      ],
      "metadata": {
        "id": "4uNq01MDaUu5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 75
        },
        "outputId": "92bae5f5-af53-435f-919a-369a208da1a9"
      },
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LinearRegression()"
            ],
            "text/html": [
              "<style>#sk-container-id-6 {color: black;background-color: white;}#sk-container-id-6 pre{padding: 0;}#sk-container-id-6 div.sk-toggleable {background-color: white;}#sk-container-id-6 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-6 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-6 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-6 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-6 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-6 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-6 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-6 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-6 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-6 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-6 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-6 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-6 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-6 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-6 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-6 div.sk-item {position: relative;z-index: 1;}#sk-container-id-6 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-6 div.sk-item::before, #sk-container-id-6 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-6 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-6 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-6 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-6 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-6 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-6 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-6 div.sk-label-container {text-align: center;}#sk-container-id-6 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-6 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-6\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LinearRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" checked><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">LinearRegression</label><div class=\"sk-toggleable__content\"><pre>LinearRegression()</pre></div></div></div></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 88
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ready_predictedcgr= regr.predict([[94,61]])\n",
        "#2021 predicted cgr (hunters lane): 40.8\n",
        "#2021 predicted cgr (knchs): 61.6\n",
        "print(ready_predictedcgr)"
      ],
      "metadata": {
        "id": "tPXV4-YdaVUq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "04878e1c-08a3-4bbc-cb11-0f058687f069"
      },
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[61.64483955]]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.9/dist-packages/sklearn/base.py:439: UserWarning:\n",
            "\n",
            "X does not have valid feature names, but LinearRegression was fitted with feature names\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "example_cgr"
      ],
      "metadata": {
        "id": "kT4eLLDurM7Q",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "outputId": "47b607d1-73f6-47a5-d8a3-e2ed7d4b6a3d"
      },
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "    year      system_name                            school_name  \\\n",
              "1   2018  Davidson County               Hunters Lane High School   \n",
              "4   2018  Davidson County  KIPP Nashville Collegiate High School   \n",
              "8   2019  Davidson County               Hunters Lane High School   \n",
              "11  2019  Davidson County  KIPP Nashville Collegiate High School   \n",
              "15  2020  Davidson County               Hunters Lane High School   \n",
              "18  2020  Davidson County  KIPP Nashville Collegiate High School   \n",
              "22  2021  Davidson County               Hunters Lane High School   \n",
              "25  2021  Davidson County  KIPP Nashville Collegiate High School   \n",
              "\n",
              "        subgroup   cgr  \n",
              "1   All Students  37.9  \n",
              "4   All Students  80.0  \n",
              "8   All Students  38.0  \n",
              "11  All Students  76.0  \n",
              "15  All Students  31.0  \n",
              "18  All Students  58.0  \n",
              "22  All Students  28.0  \n",
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              "      <td>2018</td>\n",
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              "      <td>2019</td>\n",
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              "      <td>Hunters Lane High School</td>\n",
              "      <td>All Students</td>\n",
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              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>2019</td>\n",
              "      <td>Davidson County</td>\n",
              "      <td>KIPP Nashville Collegiate High School</td>\n",
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              "      <td>28.0</td>\n",
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              "      <td>All Students</td>\n",
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              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 90
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#ACT\n",
        "#2021 predicted cgr (Hunters Lane): 36.5\n",
        "#2021 predicted cgr (KIPP Nashville Collegiate HS): 68.9\n",
        "#Chronic Absenteeism\n",
        "#2021 predicted cgr (Hunters Lane): -149.7\n",
        "#2021 predicted cgr (KIPP Nashville Collegiate HS): 17.4\n",
        "#Ready Grad\n",
        "#2021 predicted cgr (Hunters Lane): 40.8\n",
        "#2021 predicted cgr (KIPP Nashville Collegiate HS): 61.6"
      ],
      "metadata": {
        "id": "gGVakKEZrYtS"
      },
      "execution_count": 91,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "predictive"
      ],
      "metadata": {
        "id": "9Zh73ZnTuk7Q",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "outputId": "86d101b6-3f98-4af4-e527-91fab95fc701"
      },
      "execution_count": 92,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   year      system_name                            school_name      subgroup  \\\n",
              "0  2018  Davidson County               Hunters Lane High School  All Students   \n",
              "1  2018  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "2  2019  Davidson County               Hunters Lane High School  All Students   \n",
              "3  2019  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "4  2020  Davidson County               Hunters Lane High School  All Students   \n",
              "5  2020  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "6  2021  Davidson County               Hunters Lane High School  All Students   \n",
              "7  2021  Davidson County  KIPP Nashville Colleigate High School  All Students   \n",
              "\n",
              "    cgr  num_21  num_readygrad  num_chronic  espos  \n",
              "0  37.9      33             80          414     27  \n",
              "1  80.0      27             39           56     12  \n",
              "2  38.0      31             52          405     27  \n",
              "3  76.0      33             37           61     12  \n",
              "4  31.0      15             56          560     27  \n",
              "5  58.0      35             57          153     12  \n",
              "6  28.0      19             48          648     27  \n",
              "7  53.0      23             61          126     12  "
            ],
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              "\n",
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              "\n",
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              "  </style>\n",
              "\n",
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              "        const buttonEl =\n",
              "          document.querySelector('#df-85ced39e-5180-4c56-b8be-a2b7b1803f4e button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-85ced39e-5180-4c56-b8be-a2b7b1803f4e');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 92
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.linear_model import LinearRegression\n",
        "from sklearn.model_selection import train_test_split\n",
        "college_bound_features = [\"num_21\",'num_chronic','espos']\n",
        "college_ad= predictive[college_bound_features]\n",
        "targets_ad=predictive['cgr']"
      ],
      "metadata": {
        "id": "g7Q-AjtcuU-c"
      },
      "execution_count": 93,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train_ad, X_test_ad, y_train_ad, y_test_ad = train_test_split(college_ad, targets_ad, test_size=0.6, random_state=42)"
      ],
      "metadata": {
        "id": "4AGWBbOmvUJT"
      },
      "execution_count": 94,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model2 = LinearRegression().fit(X_train_ad, y_train_ad) "
      ],
      "metadata": {
        "id": "p4EFRL2Fvc3Z"
      },
      "execution_count": 95,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(f'alpha = {model2.intercept_}')\n",
        "print(f'betas = {model2.coef_}')"
      ],
      "metadata": {
        "id": "uDMX5FkdvgJx",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "45fa93c2-7532-4176-9338-0f12c393885e"
      },
      "execution_count": 96,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "alpha = 62.47317749821456\n",
            "betas = [ 0.60531506 -0.06160523 -0.22422128]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ypred_ad = model2.predict(X_test_ad)"
      ],
      "metadata": {
        "id": "P8_St5NQvkNz"
      },
      "execution_count": 97,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(f'r_sqr value: {model2.score(X_test_ad, y_test_ad)}')"
      ],
      "metadata": {
        "id": "nohzo1TkvnHl",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6652f493-a92c-425a-9a5f-7b43a0c7b05d"
      },
      "execution_count": 98,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "r_sqr value: 0.40066789338831443\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(f'r_sqr value: {model2.score(X_train_ad, y_train_ad)}')"
      ],
      "metadata": {
        "id": "LPhLtvRJvqNj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d3ed4842-4d64-4a92-d13e-250af732b955"
      },
      "execution_count": 99,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "r_sqr value: 1.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.bar(college_bound_features, model2.coef_)\n",
        "plt.title(\"Feature Importance from Linear Regression (test size=0.6)\")\n",
        "plt.xticks(rotation=90)\n",
        "#i went with the graph that had the better correlation along with the r squared value. some tests has higher r squared values but the correlations were very weak"
      ],
      "metadata": {
        "id": "f99lmeLvvyN-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 563
        },
        "outputId": "cef6bf03-2d95-4755-c8ec-261f4429a5bc"
      },
      "execution_count": 100,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "([0, 1, 2],\n",
              " [Text(0, 0, 'num_21'), Text(1, 0, 'num_chronic'), Text(2, 0, 'espos')])"
            ]
          },
          "metadata": {},
          "execution_count": 100
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}