Code #2 - CombiningAllDataSources.ipynb

{"cells":[{"cell_type":"markdown","metadata":{"id":"TRVIkmgQULqG"},"source":["# <font color=deeppink>**Combining All Data Files into One DataFrame**</font>"]},{"cell_type":"markdown","metadata":{"id":"unXq9A0tUXR0"},"source":["## <font color=royalblue>Load Necessary Libraries</font>"]},{"cell_type":"code","execution_count":1,"metadata":{"id":"mT0-qySoTMlJ","executionInfo":{"status":"ok","timestamp":1658871591128,"user_tz":240,"elapsed":352,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["import pandas as pd\n","import numpy as np\n","import datetime\n","import csv"]},{"cell_type":"markdown","metadata":{"id":"HOQESVicRSIF"},"source":["## <font color=royalblue>Pertinent Functions</font>"]},{"cell_type":"markdown","metadata":{"id":"yl8zD4A7UhSN"},"source":["#### <font color=darkviolet>Functions for Combining the Datasets</font>"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"nz38lzkrUtbP","executionInfo":{"status":"ok","timestamp":1658871591738,"user_tz":240,"elapsed":17,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Determine if the Student Is of Multiple Races\n","def multiRace(HispanicFlag, AmerIndFlag, AsianFlag, BlackFlag, WhiteFlag, HawaiianFlag):\n","    ## For This Categorical Variable, 0 Indicates \"No\" and 1 Indicates \"Yes\"\n","    if sum((HispanicFlag, AmerIndFlag, AsianFlag, BlackFlag, WhiteFlag, HawaiianFlag)) >= 2:\n","        multinational = 1\n","    else:\n","        multinational = 0\n","    \n","    return multinational\n","\n","# Extract the Desired Text from the String Entry\n","def extract_value(column_value):\n","    words = str(column_value).split()\n","\n","    # Extract the Relevant Words from the List\n","    relevant_words = words[1:words.index(\"Name:\")]\n","\n","    return_value = \"\"\n","    \n","    # Create a New String of Just the Relevant Words\n","    for word in relevant_words:\n","        return_value = return_value + word + \" \"\n","        \n","    # Remove the Trailing Space\n","    return_value = return_value.strip()\n","    \n","    return return_value\n","\n","# Combine the Information of All the Academies to Compute the Entire School's Statistics\n","def get_academies_info(df, ref_school_code, ref_address):\n","    # Create a List of All the Extracted and Computed Information\n","    info_list = [] \n","    \n","    \n","    # Use the Information of One of the Academies\n","    ## District\n","    info_list.append(extract_value(df[df.NCES_SchoolID == ref_school_code].District))\n","    \n","    ## Full Address\n","    info_list.append(extract_value(df[df.NCES_SchoolID == ref_school_code].HS_FullAddress))\n","    \n","    ## Latitude\n","    info_list.append(float(df[df.NCES_SchoolID == ref_school_code].HS_Lat))\n","    \n","    ## Longitude\n","    info_list.append(float(df[df.NCES_SchoolID == ref_school_code].HS_Long))\n","    \n","    ## ZIP\n","    info_list.append(extract_value(df[df.NCES_SchoolID == ref_school_code].HS_ZIP))\n","\n","    ## Phone\n","    info_list.append(extract_value(df[df.NCES_SchoolID == ref_school_code].Phone))\n","    \n","    ## Charter School Flag\n","    ### Must Be an Integer\n","    info_list.append(int(df[df.NCES_SchoolID == ref_school_code].Charter))\n","    \n","    ## Magnet School Flag\n","    ### Must Be an Integer\n","    info_list.append(int(df[df.NCES_SchoolID == ref_school_code].Magnet))\n","    \n","    \n","                     \n","    # Use the Information of All Four Academies to Compute the Averages\n","    ## Number of Students\n","    ### Must Be a Float\n","    info_list.append(float(df[df.HS_FullAddress == ref_address].NumStudents.mean()))\n","    \n","    ## Number of Teachers\n","    ### Must Be a Float\n","    info_list.append(float(df[df.HS_FullAddress == ref_address].NumTeachers.mean()))\n","                 \n","    ## Student:Teacher Ratio\n","    ### Must Be a Float\n","    info_list.append(float(df[df.HS_FullAddress == ref_address].StudentTeacherRatio.mean()))\n","    \n","    ## Number of Students with Free Lunch\n","    ### Must Be a Float\n","    info_list.append(float(df[df.HS_FullAddress == ref_address].NumFreeLunch.mean()))\n","    \n","    ## Number of Students with Reduced Lunch\n","    ### Must Be a Float\n","    info_list.append(float(df[df.HS_FullAddress == ref_address].NumReducedLunch.mean()))\n","   \n","    return info_list\n","\n","# Differentiate between Low, Average, and High Crime Rates\n","def categorize_crime(index_value):\n","    # Index Values of 100 Represent Average Crime for the Country\n","    if index_value == 100:\n","        return \"Average\"\n","    \n","    # Values More than 100 Represent Higher Crime than the National Average\n","    elif index_value > 100:\n","        return \"High\"\n","    \n","    # Values Less than 100 Represent Lower Crime than the National Average\n","    else:\n","        return \"Low\""]},{"cell_type":"markdown","metadata":{"id":"-OMmYNYn8K5Y"},"source":["#### <font color=darkviolet>Functions for Computing the Distances</font>"]},{"cell_type":"markdown","metadata":{"id":"AenQcnyS8QJR"},"source":["A location's 3D coordinates are $\\begin{bmatrix} \n","    \\,R\\sin(\\lambda)\\cos(\\theta)\\, \\\\ \n","    \\,R\\cos(\\lambda)\\cos(\\theta)\\, \\\\\n","    \\,R\\sin(\\theta)\\,\n","\\end{bmatrix},$ where $R$ is the radius of the Earth ($\\approx 6,367.5$ km)$,$ $\\lambda$ is the longitude$,$ and $\\theta$ is the latitude.\n","\n","The distance between two points $a$ and $b$ along the surface of the Earth is $R\\measuredangle(a,b),$ where $\\measuredangle \\,(a,b) = \\arccos \\left( \\frac{a^{T}b}{\\parallel a \\parallel \\parallel b \\parallel} \\right).$"]},{"cell_type":"code","execution_count":3,"metadata":{"id":"4_mzzzB68Wjj","executionInfo":{"status":"ok","timestamp":1658871591739,"user_tz":240,"elapsed":14,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Express the Location in 3D Coordinates Using Latitude and Longitude in Radians\n","def make_3D_Coordinates(latitude, longitude):\n","    # Define R\n","    R = 6367.5\n","    \n","    # Compute the Coordinate Values\n","    coordinates = np.array([R * np.sin(longitude) * np.cos(latitude),\n","                            R * np.cos(longitude) * np.cos(latitude),\n","                            R * np.sin(latitude)])\n","    \n","    return coordinates\n","    \n","# Compute the Distance Along the Surface of the Earth\n","def get_distance(homeLat, homeLong, schoolLat, schoolLong):\n","    # Define R\n","    R = 6367.5\n","    \n","    # Convert the Latitudes and Longitudes to Radians\n","    homeLat_rad = homeLat * (np.pi/180)\n","    homeLong_rad = homeLong * (np.pi/180)\n","    schoolLat_rad = schoolLat * (np.pi/180)\n","    schoolLong_rad = schoolLong * (np.pi/180)\n","    \n","    # Create an Array of the 3D Coordinates for Each Location\n","    homeCoord = make_3D_Coordinates(homeLat_rad, homeLong_rad)\n","    schoolCoord = make_3D_Coordinates(schoolLat_rad, schoolLong_rad)\n","    \n","    # Compute the Angle between the Student's Home and School\n","    angle_between = np.arccos(homeCoord @ schoolCoord / (np.linalg.norm(homeCoord) * np.linalg.norm(schoolCoord)))\n","    \n","    # Compute the Distance\n","    distance = R * angle_between\n","    \n","    # The Distance Along the Surface of the Earth Between the Student's Home and School (in Kilometers)\n","    return distance"]},{"cell_type":"markdown","metadata":{"id":"DHgdBDzmUhfo"},"source":["## <font color=royalblue>Read In Data</font>"]},{"cell_type":"markdown","metadata":{"id":"632YFd9iSYWq"},"source":["#### <font color=darkviolet>Upward Bound</font>"]},{"cell_type":"markdown","source":["##### <font color=mediumorchid>Student Data</font>"],"metadata":{"id":"xbJemGgTqFdJ"}},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":661},"executionInfo":{"elapsed":1221,"status":"ok","timestamp":1658871592948,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"cMq5U4tNRc3o","outputId":"64ea4ef0-92b8-4651-f7dd-bdde30a0ce53"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["      ID         DOB  Gender  Hispanic  AmerInd  Asian  Black  White  \\\n","0      0  1989-11-08       1         0        0      1      0      0   \n","1      1  1990-10-28       1         0        0      0      1      0   \n","2      2  1990-12-07       1         1        0      0      0      0   \n","3      3  1989-12-27       1         0        0      0      1      0   \n","4      4  1990-04-10       1         0        0      0      1      0   \n","..   ...         ...     ...       ...      ...    ...    ...    ...   \n","142  142  1996-08-21       0         0        0      0      1      0   \n","143  143  1997-05-07       1         1        0      0      0      1   \n","144  144  1997-05-02       0         1        0      0      0      1   \n","145  145  1997-06-19       1         1        0      0      0      0   \n","146  146  1997-10-09       0         0        0      0      1      0   \n","\n","     Hawaiian  LimitedEnglish  ...  PS_SchoolID  PS_GradeLevel  \\\n","0           0               1  ...      #009344              5   \n","1           0               0  ...      #002629              7   \n","2           0               0  ...      #001397              5   \n","3           0               0  ...      #007502              5   \n","4           0               0  ...      #002629              3   \n","..        ...             ...  ...          ...            ...   \n","142         0               0  ...      #002617              7   \n","143         0               0  ...      #002629              5   \n","144         0               0  ...      #009344              5   \n","145         0               0  ...      #009344              7   \n","146         1               0  ...      #002625              5   \n","\n","     Cert_or_Diploma       Cert_Date AssocDeg   AssocDeg_Date  BachDeg  \\\n","0                  2  (2222, 22, 22)        2  (2222, 22, 22)        1   \n","1                  2  (2222, 22, 22)        2  (2222, 22, 22)        7   \n","2                  2  (2222, 22, 22)        2  (2222, 22, 22)        1   \n","3                  2  (2222, 22, 22)        2  (2222, 22, 22)        1   \n","4                  2  (2222, 22, 22)        2  (2222, 22, 22)        6   \n","..               ...             ...      ...             ...      ...   \n","142                2  (2222, 22, 22)        7  (7777, 77, 77)        7   \n","143                2  (2222, 22, 22)        2  (2222, 22, 22)        1   \n","144                2  (2222, 22, 22)        2  (2222, 22, 22)        1   \n","145                2  (2222, 22, 22)        7  (7777, 77, 77)        7   \n","146                2  (2222, 22, 22)        2  (2222, 22, 22)        1   \n","\n","       BachDeg_Date  PS_Graduated  STEMDeg  \n","0     (2012, 5, 16)             1        1  \n","1    (7777, 77, 77)             0        0  \n","2     (2012, 5, 15)             1       -1  \n","3     (2013, 1, 13)             9        9  \n","4    (6666, 66, 66)             0        0  \n","..              ...           ...      ...  \n","142  (7777, 77, 77)             0        0  \n","143    (2021, 5, 1)             1        1  \n","144  (2019, 12, 21)             1        0  \n","145  (7777, 77, 77)             0        0  \n","146   (2019, 1, 15)             1        0  \n","\n","[147 rows x 49 columns]"],"text/html":["\n","  <div id=\"df-574dc615-b362-49b9-b802-31e0c760bc86\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>ID</th>\n","      <th>DOB</th>\n","      <th>Gender</th>\n","      <th>Hispanic</th>\n","      <th>AmerInd</th>\n","      <th>Asian</th>\n","      <th>Black</th>\n","      <th>White</th>\n","      <th>Hawaiian</th>\n","      <th>LimitedEnglish</th>\n","      <th>...</th>\n","      <th>PS_SchoolID</th>\n","      <th>PS_GradeLevel</th>\n","      <th>Cert_or_Diploma</th>\n","      <th>Cert_Date</th>\n","      <th>AssocDeg</th>\n","      <th>AssocDeg_Date</th>\n","      <th>BachDeg</th>\n","      <th>BachDeg_Date</th>\n","      <th>PS_Graduated</th>\n","      <th>STEMDeg</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>1989-11-08</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>...</td>\n","      <td>#009344</td>\n","      <td>5</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>1</td>\n","      <td>(2012, 5, 16)</td>\n","      <td>1</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>1990-10-28</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>#002629</td>\n","      <td>7</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>7</td>\n","      <td>(7777, 77, 77)</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>1990-12-07</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>#001397</td>\n","      <td>5</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>1</td>\n","      <td>(2012, 5, 15)</td>\n","      <td>1</td>\n","      <td>-1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>1989-12-27</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>#007502</td>\n","      <td>5</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>1</td>\n","      <td>(2013, 1, 13)</td>\n","      <td>9</td>\n","      <td>9</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>1990-04-10</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>#002629</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>6</td>\n","      <td>(6666, 66, 66)</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>142</th>\n","      <td>142</td>\n","      <td>1996-08-21</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>#002617</td>\n","      <td>7</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>7</td>\n","      <td>(7777, 77, 77)</td>\n","      <td>7</td>\n","      <td>(7777, 77, 77)</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>143</th>\n","      <td>143</td>\n","      <td>1997-05-07</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>#002629</td>\n","      <td>5</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>1</td>\n","      <td>(2021, 5, 1)</td>\n","      <td>1</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>144</th>\n","      <td>144</td>\n","      <td>1997-05-02</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>#009344</td>\n","      <td>5</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>1</td>\n","      <td>(2019, 12, 21)</td>\n","      <td>1</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>145</th>\n","      <td>145</td>\n","      <td>1997-06-19</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>#009344</td>\n","      <td>7</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>7</td>\n","      <td>(7777, 77, 77)</td>\n","      <td>7</td>\n","      <td>(7777, 77, 77)</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>146</th>\n","      <td>146</td>\n","      <td>1997-10-09</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>...</td>\n","      <td>#002625</td>\n","      <td>5</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>2</td>\n","      <td>(2222, 22, 22)</td>\n","      <td>1</td>\n","      <td>(2019, 1, 15)</td>\n","      <td>1</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>147 rows × 49 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-574dc615-b362-49b9-b802-31e0c760bc86')\"\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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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":4}],"source":["UB_data = pd.read_csv(\"/content/drive/MyDrive/Thesis/Codes/Combining Datasets/ub_data.csv\")\n","UB_data"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":19,"status":"ok","timestamp":1658871592950,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"cN9ULoIETGGT","outputId":"b2d44dbc-29c1-4da8-edb9-b17b81ff2063"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["ID                       int64\n","DOB                     object\n","Gender                   int64\n","Hispanic                 int64\n","AmerInd                  int64\n","Asian                    int64\n","Black                    int64\n","White                    int64\n","Hawaiian                 int64\n","LimitedEnglish           int64\n","Eligibility              int64\n","AcademNeed               int64\n","Disconnected             int64\n","HS_SchoolID              int64\n","Date_EnteredUB          object\n","Grade_EnteredUB          int64\n","Participation            int64\n","StartGradeLevel          int64\n","EndGradeLevel            int64\n","GPA                    float64\n","GradStatus               int64\n","GraduationDate          object\n","HSGrad_Age               int64\n","AcademAch_ELA            int64\n","AcademAch_Math           int64\n","Employed                 int64\n","CulturalAct              int64\n","CommServ                 int64\n","LEPServs                 int64\n","Student_FullAddress     object\n","Student_ZIP             object\n","Absences                 int64\n","SAT_Reading              int64\n","SAT_Math                 int64\n","SAT_Writing              int64\n","AP                       int64\n","Honors                   int64\n","PS_DateEnrolled         object\n","PS_Cohort                int64\n","PS_SchoolID             object\n","PS_GradeLevel            int64\n","Cert_or_Diploma          int64\n","Cert_Date               object\n","AssocDeg                 int64\n","AssocDeg_Date           object\n","BachDeg                  int64\n","BachDeg_Date            object\n","PS_Graduated             int64\n","STEMDeg                  int64\n","dtype: object"]},"metadata":{},"execution_count":5}],"source":["UB_data.dtypes"]},{"cell_type":"markdown","source":["##### <font color=mediumorchid>Upward Bound Latitudes and Longitudes</font>"],"metadata":{"id":"Mj4ylcIoqL3K"}},{"cell_type":"code","source":["ubLatLong_df = pd.read_csv(\"/content/drive/MyDrive/Thesis/Codes/Combining Datasets/ub_latLongs.csv\")"],"metadata":{"id":"X1erdnO0qp-c","executionInfo":{"status":"ok","timestamp":1658871593536,"user_tz":240,"elapsed":595,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"execution_count":6,"outputs":[]},{"cell_type":"markdown","source":["##### <font color=lightsalmon>*Merge with `UB_data`*</font>"],"metadata":{"id":"L7aRRI46q9N5"}},{"cell_type":"code","source":["UB_df = pd.merge(UB_data, ubLatLong_df, how=\"inner\", left_on=\"ID\", right_on=\"ID\")"],"metadata":{"id":"QyW6DbAmrRA-","executionInfo":{"status":"ok","timestamp":1658871593537,"user_tz":240,"elapsed":7,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"execution_count":7,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"-qo6GC8wTM1l"},"source":["##### <font color=darkturquoise>*Modify the Format of Columns, as Needed*</font>"]},{"cell_type":"code","execution_count":8,"metadata":{"executionInfo":{"elapsed":7,"status":"ok","timestamp":1658871593538,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"Tg-SnH0rTJXK"},"outputs":[],"source":["# Remove the Hash Mark from the Front of the Zip Codes and Save Keep the Column as a String Datatype\n","UB_df[\"Student_ZIP\"] = UB_df[\"Student_ZIP\"].transform(lambda code: code[1:])\n","\n","# Remove the Hash Mark from the Front of the Post Secondary Codes and Save Keep the Column as a String Datatype\n","UB_df[\"PS_SchoolID\"] = UB_df[\"PS_SchoolID\"].transform(lambda code: code[1:])\n","\n","# Create a Column for the Multinational Flag\n","UB_df[\"Multinational\"] = UB_df.apply(lambda x: multiRace(x.Hispanic, x.AmerInd, x.Asian, x.Black, x.White, x.Hawaiian), axis=1)\n","\n","# Remove the ID, DOB_Match, and FullAddress Columns\n","## These Are No Longer Needed and/or Are Redundant with DOB and Student_FullAddress\n","UB_df.drop([\"ID\", \"DOB_Match\",\"FullAddress\"], axis=1, inplace=True)\n","\n","# Reorder the DataFrame's Columns\n","UB_df = UB_df.reindex(columns=[\"DOB\", \"Gender\", \"Hispanic\", \"AmerInd\", \"Asian\", \"Black\", \"White\", \"Hawaiian\", \"Multinational\",\n","                               \"LimitedEnglish\", \"Eligibility\", \"AcademNeed\", \"Disconnected\", \"HS_SchoolID\", \"Date_EnteredUB\", \n","                               \"Grade_EnteredUB\", \"Participation\", \"StartGradeLevel\", \"EndGradeLevel\", \"GPA\", \"GradStatus\", \n","                               \"GraduationDate\", \"HSGrad_Age\", \"AcademAch_ELA\", \"AcademAch_Math\", \"Employed\", \"CulturalAct\", \n","                               \"CommServ\", \"LEPServs\", \"Student_FullAddress\", \"Student_Lat\", \"Student_Long\", \"Student_ZIP\", \n","                               \"Absences\", \"SAT_Reading\", \"SAT_Math\", \"SAT_Writing\", \"AP\", \"Honors\", \"PS_DateEnrolled\", \n","                               \"PS_Cohort\", \"PS_SchoolID\", \"PS_GradeLevel\", \"Cert_or_Diploma\", \"Cert_Date\", \"AssocDeg\", \n","                               \"AssocDeg_Date\", \"BachDeg\", \"BachDeg_Date\", \"PS_Graduated\", \"STEMDeg\"])"]},{"cell_type":"markdown","metadata":{"id":"JA91V67kVFg6"},"source":["#### <font color=darkviolet>High School Information</font>"]},{"cell_type":"code","execution_count":9,"metadata":{"id":"kndtqsuvVIXd","executionInfo":{"status":"ok","timestamp":1658871593538,"user_tz":240,"elapsed":7,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Column Names in the File\n","hs_files_columns = [\"NCES School ID\", \"School Name\", \"District\", \"Street Address\", \"City\", \"State\", \"ZIP\", \"Phone\", \"Charter\", \n","                    \"Magnet*\", \"Title I School*\", \"Title 1 School Wide*\", \"Students*\", \"Teachers*\", \"Student Teacher Ratio*\", \n","                    \"Free Lunch*\", \"Reduced Lunch*\"]\n","\n","# Column Name Revisions\n","new_hs_column_names = {\"NCES School ID\": \"NCES_SchoolID\", \n","                       \"School Name\": \"HS_SchoolName\", \n","                       \"Street Address\": \"HS_StreetAddress\",\n","                       \"City\": \"HS_City\",\n","                       \"State\": \"HS_State\", \n","                       \"ZIP\": \"HS_ZIP\",\n","                       \"Magnet*\": \"Magnet\", \n","                       \"Title I School*\": \"Title1_School\", \n","                       \"Title 1 School Wide*\": \"Title1_SchoolWide\", \n","                       \"Students*\": \"NumStudents\", \n","                       \"Teachers*\": \"NumTeachers\", \n","                       \"Student Teacher Ratio*\": \"StudentTeacherRatio\", \n","                       \"Free Lunch*\": \"NumFreeLunch\", \n","                       \"Reduced Lunch*\": \"NumReducedLunch\"}"]},{"cell_type":"markdown","metadata":{"id":"fua8ObgBVVD5"},"source":["##### <font color=mediumorchid>Paterson</font>"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":836,"status":"ok","timestamp":1658871594368,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"NCJ_YR0JV1-A","outputId":"5f5f5708-be26-4809-f02d-07977e21c25c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    NCES School ID                                        School Name  \\\n","0     341269003473                   14# Avenue Early Learning Center   \n","1     341269000353                         Alexander Hamilton Academy   \n","2     341269003111                            Alternative High School   \n","3     341269004890                          Charles J. Riley School 9   \n","4     341269004870                                        Dale Avenue   \n","5     341269003263                                  Don Bosco Academy   \n","6     341269003382                          Dr. Hani Awadallah School   \n","7     341269005916     Dr. Martin Luther King Jr. Educational Complex   \n","8     341269004872                               Edward W. Kilpatrick   \n","9     341269003370                             Garrett Morgan Academy   \n","10    341269000809                          International High School   \n","11    341269003003                               New Roberto Clemente   \n","12    341269004894                                          Newcomers   \n","13    341269005942                                     Norman S. Weir   \n","14    341269004880                   Rev. Dr. Frank Napier Jr. School   \n","15    341269004926                                   Roberto Clemente   \n","16    341269005998   Rosa L. Parks School of Fine and Performing Arts   \n","17    341269006099                                           School 1   \n","18    341269004892                                          School 10   \n","19    341269004896                                          School 12   \n","20    341269004898                                          School 13   \n","21    341269004902                                          School 15   \n","22    341269003384                                          School 16   \n","23    341269004908                                          School 18   \n","24    341269004910                                          School 19   \n","25    341269004876                                           School 2   \n","26    341269004912                                          School 20   \n","27    341269004914                                          School 21   \n","28    341269004916                                          School 24   \n","29    341269004918                                          School 25   \n","30    341269004920                                          School 26   \n","31    341269004922                                          School 27   \n","32    341269004924                                          School 28   \n","33    341269006072                                          School 29   \n","34    341269004878                                           School 3   \n","35    341269004882                                           School 5   \n","36    341269004886                                           School 7   \n","37    341269004888                                           School 8   \n","38    341269003171     School of Architecture and Construction Trades   \n","39    341269003170  School of Business Technology Marketing and Fi...   \n","40    341269003103    School Of Culinary Arts Hospitality and Tourism   \n","41    341269003109                  School of Earth and Space Science   \n","42    341269003168                   School of Education and Training   \n","43    341269003105     School of Government and Public Administration   \n","44    341269003107                           School of Health Science   \n","45    341269003101                   School Of Information Technology   \n","46    341269003169  School of Science, Technology, Engineering and...   \n","47    341269004884                    Senator Frank Lautenberg School   \n","48    341269002929                                      STARS Academy   \n","49    341269003369                                Young Men's Academy   \n","\n","                           District              Street Address      City  \\\n","0   Paterson Public School District             660 14th Avenue  Paterson   \n","1   Paterson Public School District           11 27 16TH AVENUE  PATERSON   \n","2   Paterson Public School District           350 MARKET STREET  PATERSON   \n","3   Paterson Public School District            6 TIMOTHY STREET  PATERSON   \n","4   Paterson Public School District                 21 Dale Ave  PATERSON   \n","5   Paterson Public School District             764 11TH AVENUE  PATERSON   \n","6   Paterson Public School District         515 MARSHALL STREET  PATERSON   \n","7   Paterson Public School District           851 E 28TH STREET  PATERSON   \n","8   Paterson Public School District      295-315 ELLISON STREET  PATERSON   \n","9   Paterson Public School District            200 Grand Street  Paterson   \n","10  Paterson Public School District            200 Grand Street  PATERSON   \n","11  Paterson Public School District       482-506 MARKET STREET  PATERSON   \n","12  Paterson Public School District       482-506 MARKET STREET  PATERSON   \n","13  Paterson Public School District       152 COLLEGE BOULEVARD  PATERSON   \n","14  Paterson Public School District           55 CLINTON STREET  PATERSON   \n","15  Paterson Public School District         434 ROSA PARKS BLVD  PATERSON   \n","16  Paterson Public School District             413 12TH AVENUE  PATERSON   \n","17  Paterson Public School District          1 EAST 32ND STREET  PATERSON   \n","18  Paterson Public School District            48 MERCER STREET  PATERSON   \n","19  Paterson Public School District     121 NORTH SECOND STREET  PATERSON   \n","20  Paterson Public School District            690 EAST 23RD ST  PATERSON   \n","21  Paterson Public School District               98 OAK STREET  PATERSON   \n","22  Paterson Public School District              11 22ND AVENUE  PATERSON   \n","23  Paterson Public School District            51 E 18TH STREET  PATERSON   \n","24  Paterson Public School District             31 JAMES STREET  PATERSON   \n","25  Paterson Public School District           22 PASSAIC STREET  PATERSON   \n","26  Paterson Public School District        500 EAST 37TH STREET  PATERSON   \n","27  Paterson Public School District            322 TENTH AVENUE  PATERSON   \n","28  Paterson Public School District        50 NINETEENTH AVENUE  PATERSON   \n","29  Paterson Public School District          287 TRENTON AVENUE  PATERSON   \n","30  Paterson Public School District          1 EAST 32ND STREET  PATERSON   \n","31  Paterson Public School District            250 RICHMOND AVE  PATERSON   \n","32  Paterson Public School District  200 PRESIDENTIAL BOULEVARD  PATERSON   \n","33  Paterson Public School District          88 DANFORTH AVENUE  PATERSON   \n","34  Paterson Public School District             448 MAIN STREET  PATERSON   \n","35  Paterson Public School District           430 TOTOWA AVENUE  PATERSON   \n","36  Paterson Public School District           106 RAMSEY STREET  PATERSON   \n","37  Paterson Public School District          35 CHADWICK STREET  PATERSON   \n","38  Paterson Public School District     61-127 PREAKNESS AVENUE  PATERSON   \n","39  Paterson Public School District     61-127 PREAKNESS AVENUE  PATERSON   \n","40  Paterson Public School District             150 PARK AVENUE  PATERSON   \n","41  Paterson Public School District          201 MEMORIAL DRIVE  PATERSON   \n","42  Paterson Public School District     61-127 PREAKNESS AVENUE  PATERSON   \n","43  Paterson Public School District             150 PARK AVENUE  PATERSON   \n","44  Paterson Public School District                 5-7 Colt St  PATERSON   \n","45  Paterson Public School District             150 PARK AVENUE  PATERSON   \n","46  Paterson Public School District     61-127 PREAKNESS AVENUE  PATERSON   \n","47  Paterson Public School District          137 CARROLL STREET  PATERSON   \n","48  Paterson Public School District             765 14TH AVENUE  PATERSON   \n","49  Paterson Public School District             45 SMITH STREET  PATERSON   \n","\n","   State   ZIP          Phone Charter Magnet* Title I School*  \\\n","0     NJ  7504  (973)321-0660      No       †              No   \n","1     NJ  7501  (973)321-0320      No       †             Yes   \n","2     NJ  7501  (973)321-0570      No       †             Yes   \n","3     NJ  7503  (973)321-0090      No       †             Yes   \n","4     NJ  7501  (973)321-0410      No       †             Yes   \n","5     NJ  7514  (973)321-0580      No       †             Yes   \n","6     NJ  7503  (973)321-1000      No       †             Yes   \n","7     NJ  7513  (973)321-0300      No       †             Yes   \n","8     NJ  7501  (973)321-0330      No       †             Yes   \n","9     NJ  7501  (973)321-2540      No       †              No   \n","10    NJ  7501  (973)321-2280      No       †             Yes   \n","11    NJ  7501  (973)321-0240      No       †             Yes   \n","12    NJ  7501  (973)321-0110      No       †              No   \n","13    NJ  7505  (973)321-0750      No       †             Yes   \n","14    NJ  7522  (973)321-0040      No       †             Yes   \n","15    NJ  7501  (973)321-0340      No       †             Yes   \n","16    NJ  7514  (973)321-0520      No       †             Yes   \n","17    NJ  7514  (973)321-0490      No       †             Yes   \n","18    NJ  7524  (973)321-0100      No       †             Yes   \n","19    NJ  7522  (973)321-0120      No       †             Yes   \n","20    NJ  7504  (973)321-0130      No       †             Yes   \n","21    NJ  7501  (973)321-0150      No       †             Yes   \n","22    NJ  7513  (973)321-1000      No       †             Yes   \n","23    NJ  7524  (973)321-0180      No       †             Yes   \n","24    NJ  7502  (973)321-0190      No       †             Yes   \n","25    NJ  7501  (973)321-0020      No       †             Yes   \n","26    NJ  7504  (973)321-0200      No       †             Yes   \n","27    NJ  7514  (973)321-0210      No       †             Yes   \n","28    NJ  7513  (973)321-0160      No       †             Yes   \n","29    NJ  7503  (973)321-0250      No       †             Yes   \n","30    NJ  7514  (973)321-0260      No       †             Yes   \n","31    NJ  7502  (973)321-0270      No       †             Yes   \n","32    NJ  7522  (973)321-0280      No       †             Yes   \n","33    NJ  7501  (973)321-0290      No       †             Yes   \n","34    NJ  7501  (973)321-0030      No       †             Yes   \n","35    NJ  7502  (973)321-0050      No       †             Yes   \n","36    NJ  7501  (973)321-0070      No       †             Yes   \n","37    NJ  7503  (973)321-0080      No       †             Yes   \n","38    NJ  7502  (973)321-0500      No       †             Yes   \n","39    NJ  7502  (973)321-0500      No       †              No   \n","40    NJ  7501  (973)321-2489      No       †             Yes   \n","41    NJ  7505  (973)321-2290      No       †             Yes   \n","42    NJ  7502  (973)321-0500      No       †              No   \n","43    NJ  7501  (973)321-2488      No       †              No   \n","44    NJ  7505  (973)321-0560      No       †             Yes   \n","45    NJ  7501  (973)321-2490      No       †              No   \n","46    NJ  7502  (973)321-0500      No       †              No   \n","47    NJ  7501  (973)321-0060      No       †             Yes   \n","48    NJ  7504  (973)321-0568      No       †             Yes   \n","49    NJ  7501  (973)321-1000      No       †             Yes   \n","\n","   Title 1 School Wide*  Students* Teachers* Student Teacher Ratio*  \\\n","0                     †       77.0         –                      †   \n","1                   Yes      525.0  34.00000             15.4000000   \n","2                   Yes      126.0  26.00000              4.8000000   \n","3                   Yes      736.0  65.00000             11.3000000   \n","4                   Yes      243.0  30.00000              8.1000000   \n","5                   Yes      833.0  51.00000             16.3000000   \n","6                   Yes      598.0  50.50000             11.8000000   \n","7                   Yes      603.0  59.50000             10.1000000   \n","8                   Yes      347.0  31.00000             11.2000000   \n","9                     †      183.0         –                      †   \n","10                  Yes      481.0  53.00000              9.1000000   \n","11                  Yes      471.0  51.00000              9.2000000   \n","12                    †      191.0   3.00000             63.7000000   \n","13                  Yes      292.0  26.00000             11.2000000   \n","14                  Yes      548.0  38.00000             14.4000000   \n","15                  Yes      301.0  19.50000             15.4000000   \n","16                  Yes      238.0  28.00000              8.5000000   \n","17                  Yes      234.0  21.00000             11.1000000   \n","18                  Yes      537.0  37.00000             14.5000000   \n","19                  Yes      546.0  37.00000             14.8000000   \n","20                  Yes      536.0  36.00000             14.9000000   \n","21                  Yes      519.0  47.50000             10.9000000   \n","22                  Yes      850.0  54.00000             15.7000000   \n","23                  Yes      740.0  61.50000             12.0000000   \n","24                  Yes      360.0  23.00000             15.7000000   \n","25                  Yes      491.0  45.00000             10.9000000   \n","26                  Yes      431.0  36.00000             12.0000000   \n","27                  Yes      694.0  51.00000             13.6000000   \n","28                  Yes      712.0  64.00000             11.1000000   \n","29                  Yes      596.0  42.00000             14.2000000   \n","30                  Yes      522.0  36.00000             14.5000000   \n","31                  Yes      633.0  50.00000             12.7000000   \n","32                  Yes      466.0  41.50000             11.2000000   \n","33                  Yes      311.0  21.00000             14.8000000   \n","34                  Yes      329.0  30.00000             11.0000000   \n","35                  Yes      744.0  61.50000             12.1000000   \n","36                  Yes      225.0  20.50000             11.0000000   \n","37                  Yes      461.0  38.50000             12.0000000   \n","38                  Yes      583.0  48.50000             12.0000000   \n","39                    †      627.0  47.00000             13.3000000   \n","40                  Yes      653.0  49.00000             13.3000000   \n","41                  Yes      215.0  18.00000             11.9000000   \n","42                    †      466.0  36.00000             12.9000000   \n","43                    †      695.0  48.00000             14.5000000   \n","44                  Yes      298.0  28.00000             10.6000000   \n","45                    †      657.0  50.00000             13.1000000   \n","46                    †      625.0  40.00000             15.6000000   \n","47                  Yes      626.0  41.00000             15.3000000   \n","48                  Yes      108.0  12.00000              9.0000000   \n","49                  Yes       73.0   8.00000              9.1000000   \n","\n","    Free Lunch*  Reduced Lunch*  \n","0          35.0             0.0  \n","1         314.0            16.0  \n","2          70.0             0.0  \n","3         602.0            43.0  \n","4         130.0             3.0  \n","5         488.0             1.0  \n","6         335.0             0.0  \n","7         326.0             0.0  \n","8         263.0             0.0  \n","9          94.0             0.0  \n","10        249.0             0.0  \n","11        318.0             0.0  \n","12        107.0             1.0  \n","13        165.0            20.0  \n","14        400.0             0.0  \n","15        260.0            10.0  \n","16        120.0            14.0  \n","17        129.0             0.0  \n","18        379.0             0.0  \n","19        380.0             6.0  \n","20        333.0             0.0  \n","21        470.0            17.0  \n","22        457.0             0.0  \n","23        467.0            23.0  \n","24        282.0            25.0  \n","25        382.0            17.0  \n","26        234.0             0.0  \n","27        377.0             0.0  \n","28        499.0            24.0  \n","29        332.0            21.0  \n","30        234.0             0.0  \n","31        356.0            17.0  \n","32        267.0             4.0  \n","33        214.0             8.0  \n","34        268.0            16.0  \n","35        525.0            12.0  \n","36        128.0             0.0  \n","37        362.0            10.0  \n","38        316.0             0.0  \n","39        342.0             0.0  \n","40        395.0             8.0  \n","41        111.0             0.0  \n","42        244.0             0.0  \n","43        379.0             0.0  \n","44        154.0             0.0  \n","45        309.0             0.0  \n","46        341.0             0.0  \n","47        470.0             0.0  \n","48         71.0             8.0  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<th>Student Teacher Ratio*</th>\n","      <th>Free Lunch*</th>\n","      <th>Reduced Lunch*</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>341269003473</td>\n","      <td>14# Avenue Early Learning Center</td>\n","      <td>Paterson Public School District</td>\n","      <td>660 14th Avenue</td>\n","      <td>Paterson</td>\n","      <td>NJ</td>\n","      <td>7504</td>\n","      <td>(973)321-0660</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>77.0</td>\n","      <td>–</td>\n","      <td>†</td>\n","      <td>35.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>341269000353</td>\n","      <td>Alexander Hamilton Academy</td>\n","      <td>Paterson Public School District</td>\n","      <td>11 27 16TH AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0320</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>525.0</td>\n","      <td>34.00000</td>\n","      <td>15.4000000</td>\n","      <td>314.0</td>\n","      <td>16.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>341269003111</td>\n","      <td>Alternative High School</td>\n","      <td>Paterson Public School District</td>\n","      <td>350 MARKET STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0570</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>126.0</td>\n","      <td>26.00000</td>\n","      <td>4.8000000</td>\n","      <td>70.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>341269004890</td>\n","      <td>Charles J. Riley School 9</td>\n","      <td>Paterson Public School District</td>\n","      <td>6 TIMOTHY STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7503</td>\n","      <td>(973)321-0090</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>736.0</td>\n","      <td>65.00000</td>\n","      <td>11.3000000</td>\n","      <td>602.0</td>\n","      <td>43.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>341269004870</td>\n","      <td>Dale Avenue</td>\n","      <td>Paterson Public School District</td>\n","      <td>21 Dale Ave</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0410</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>243.0</td>\n","      <td>30.00000</td>\n","      <td>8.1000000</td>\n","      <td>130.0</td>\n","      <td>3.0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>341269003263</td>\n","      <td>Don Bosco Academy</td>\n","      <td>Paterson Public School District</td>\n","      <td>764 11TH AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7514</td>\n","      <td>(973)321-0580</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>833.0</td>\n","      <td>51.00000</td>\n","      <td>16.3000000</td>\n","      <td>488.0</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>341269003382</td>\n","      <td>Dr. Hani Awadallah School</td>\n","      <td>Paterson Public School District</td>\n","      <td>515 MARSHALL STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7503</td>\n","      <td>(973)321-1000</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>598.0</td>\n","      <td>50.50000</td>\n","      <td>11.8000000</td>\n","      <td>335.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>341269005916</td>\n","      <td>Dr. Martin Luther King Jr. Educational Complex</td>\n","      <td>Paterson Public School District</td>\n","      <td>851 E 28TH STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7513</td>\n","      <td>(973)321-0300</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>603.0</td>\n","      <td>59.50000</td>\n","      <td>10.1000000</td>\n","      <td>326.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>341269004872</td>\n","      <td>Edward W. Kilpatrick</td>\n","      <td>Paterson Public School District</td>\n","      <td>295-315 ELLISON STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0330</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>347.0</td>\n","      <td>31.00000</td>\n","      <td>11.2000000</td>\n","      <td>263.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>341269003370</td>\n","      <td>Garrett Morgan Academy</td>\n","      <td>Paterson Public School District</td>\n","      <td>200 Grand Street</td>\n","      <td>Paterson</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-2540</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>183.0</td>\n","      <td>–</td>\n","      <td>†</td>\n","      <td>94.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>341269000809</td>\n","      <td>International High School</td>\n","      <td>Paterson Public School District</td>\n","      <td>200 Grand Street</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-2280</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>481.0</td>\n","      <td>53.00000</td>\n","      <td>9.1000000</td>\n","      <td>249.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>341269003003</td>\n","      <td>New Roberto Clemente</td>\n","      <td>Paterson Public School District</td>\n","      <td>482-506 MARKET STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0240</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>471.0</td>\n","      <td>51.00000</td>\n","      <td>9.2000000</td>\n","      <td>318.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>341269004894</td>\n","      <td>Newcomers</td>\n","      <td>Paterson Public School District</td>\n","      <td>482-506 MARKET STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0110</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>191.0</td>\n","      <td>3.00000</td>\n","      <td>63.7000000</td>\n","      <td>107.0</td>\n","      <td>1.0</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>341269005942</td>\n","      <td>Norman S. Weir</td>\n","      <td>Paterson Public School District</td>\n","      <td>152 COLLEGE BOULEVARD</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7505</td>\n","      <td>(973)321-0750</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>292.0</td>\n","      <td>26.00000</td>\n","      <td>11.2000000</td>\n","      <td>165.0</td>\n","      <td>20.0</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>341269004880</td>\n","      <td>Rev. Dr. Frank Napier Jr. School</td>\n","      <td>Paterson Public School District</td>\n","      <td>55 CLINTON STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7522</td>\n","      <td>(973)321-0040</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>548.0</td>\n","      <td>38.00000</td>\n","      <td>14.4000000</td>\n","      <td>400.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>341269004926</td>\n","      <td>Roberto Clemente</td>\n","      <td>Paterson Public School District</td>\n","      <td>434 ROSA PARKS BLVD</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0340</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>301.0</td>\n","      <td>19.50000</td>\n","      <td>15.4000000</td>\n","      <td>260.0</td>\n","      <td>10.0</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>341269005998</td>\n","      <td>Rosa L. Parks School of Fine and Performing Arts</td>\n","      <td>Paterson Public School District</td>\n","      <td>413 12TH AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7514</td>\n","      <td>(973)321-0520</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>238.0</td>\n","      <td>28.00000</td>\n","      <td>8.5000000</td>\n","      <td>120.0</td>\n","      <td>14.0</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>341269006099</td>\n","      <td>School 1</td>\n","      <td>Paterson Public School District</td>\n","      <td>1 EAST 32ND STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7514</td>\n","      <td>(973)321-0490</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>234.0</td>\n","      <td>21.00000</td>\n","      <td>11.1000000</td>\n","      <td>129.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>341269004892</td>\n","      <td>School 10</td>\n","      <td>Paterson Public School District</td>\n","      <td>48 MERCER STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7524</td>\n","      <td>(973)321-0100</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>537.0</td>\n","      <td>37.00000</td>\n","      <td>14.5000000</td>\n","      <td>379.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>19</th>\n","      <td>341269004896</td>\n","      <td>School 12</td>\n","      <td>Paterson Public School District</td>\n","      <td>121 NORTH SECOND STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7522</td>\n","      <td>(973)321-0120</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>546.0</td>\n","      <td>37.00000</td>\n","      <td>14.8000000</td>\n","      <td>380.0</td>\n","      <td>6.0</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>341269004898</td>\n","      <td>School 13</td>\n","      <td>Paterson Public School District</td>\n","      <td>690 EAST 23RD ST</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7504</td>\n","      <td>(973)321-0130</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>536.0</td>\n","      <td>36.00000</td>\n","      <td>14.9000000</td>\n","      <td>333.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>341269004902</td>\n","      <td>School 15</td>\n","      <td>Paterson Public School District</td>\n","      <td>98 OAK STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0150</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>519.0</td>\n","      <td>47.50000</td>\n","      <td>10.9000000</td>\n","      <td>470.0</td>\n","      <td>17.0</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>341269003384</td>\n","      <td>School 16</td>\n","      <td>Paterson Public School District</td>\n","      <td>11 22ND AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7513</td>\n","      <td>(973)321-1000</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>850.0</td>\n","      <td>54.00000</td>\n","      <td>15.7000000</td>\n","      <td>457.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>341269004908</td>\n","      <td>School 18</td>\n","      <td>Paterson Public School District</td>\n","      <td>51 E 18TH STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7524</td>\n","      <td>(973)321-0180</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>740.0</td>\n","      <td>61.50000</td>\n","      <td>12.0000000</td>\n","      <td>467.0</td>\n","      <td>23.0</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>341269004910</td>\n","      <td>School 19</td>\n","      <td>Paterson Public School District</td>\n","      <td>31 JAMES STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7502</td>\n","      <td>(973)321-0190</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>360.0</td>\n","      <td>23.00000</td>\n","      <td>15.7000000</td>\n","      <td>282.0</td>\n","      <td>25.0</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>341269004876</td>\n","      <td>School 2</td>\n","      <td>Paterson Public School District</td>\n","      <td>22 PASSAIC STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0020</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>491.0</td>\n","      <td>45.00000</td>\n","      <td>10.9000000</td>\n","      <td>382.0</td>\n","      <td>17.0</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>341269004912</td>\n","      <td>School 20</td>\n","      <td>Paterson Public School District</td>\n","      <td>500 EAST 37TH STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7504</td>\n","      <td>(973)321-0200</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>431.0</td>\n","      <td>36.00000</td>\n","      <td>12.0000000</td>\n","      <td>234.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>341269004914</td>\n","      <td>School 21</td>\n","      <td>Paterson Public School District</td>\n","      <td>322 TENTH AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7514</td>\n","      <td>(973)321-0210</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>694.0</td>\n","      <td>51.00000</td>\n","      <td>13.6000000</td>\n","      <td>377.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>28</th>\n","      <td>341269004916</td>\n","      <td>School 24</td>\n","      <td>Paterson Public School District</td>\n","      <td>50 NINETEENTH AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7513</td>\n","      <td>(973)321-0160</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>712.0</td>\n","      <td>64.00000</td>\n","      <td>11.1000000</td>\n","      <td>499.0</td>\n","      <td>24.0</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>341269004918</td>\n","      <td>School 25</td>\n","      <td>Paterson Public School District</td>\n","      <td>287 TRENTON AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7503</td>\n","      <td>(973)321-0250</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>596.0</td>\n","      <td>42.00000</td>\n","      <td>14.2000000</td>\n","      <td>332.0</td>\n","      <td>21.0</td>\n","    </tr>\n","    <tr>\n","      <th>30</th>\n","      <td>341269004920</td>\n","      <td>School 26</td>\n","      <td>Paterson Public School District</td>\n","      <td>1 EAST 32ND STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7514</td>\n","      <td>(973)321-0260</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>522.0</td>\n","      <td>36.00000</td>\n","      <td>14.5000000</td>\n","      <td>234.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>31</th>\n","      <td>341269004922</td>\n","      <td>School 27</td>\n","      <td>Paterson Public School District</td>\n","      <td>250 RICHMOND AVE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7502</td>\n","      <td>(973)321-0270</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>633.0</td>\n","      <td>50.00000</td>\n","      <td>12.7000000</td>\n","      <td>356.0</td>\n","      <td>17.0</td>\n","    </tr>\n","    <tr>\n","      <th>32</th>\n","      <td>341269004924</td>\n","      <td>School 28</td>\n","      <td>Paterson Public School District</td>\n","      <td>200 PRESIDENTIAL BOULEVARD</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7522</td>\n","      <td>(973)321-0280</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>466.0</td>\n","      <td>41.50000</td>\n","      <td>11.2000000</td>\n","      <td>267.0</td>\n","      <td>4.0</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>341269006072</td>\n","      <td>School 29</td>\n","      <td>Paterson Public School District</td>\n","      <td>88 DANFORTH AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0290</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>311.0</td>\n","      <td>21.00000</td>\n","      <td>14.8000000</td>\n","      <td>214.0</td>\n","      <td>8.0</td>\n","    </tr>\n","    <tr>\n","      <th>34</th>\n","      <td>341269004878</td>\n","      <td>School 3</td>\n","      <td>Paterson Public School District</td>\n","      <td>448 MAIN STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0030</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>329.0</td>\n","      <td>30.00000</td>\n","      <td>11.0000000</td>\n","      <td>268.0</td>\n","      <td>16.0</td>\n","    </tr>\n","    <tr>\n","      <th>35</th>\n","      <td>341269004882</td>\n","      <td>School 5</td>\n","      <td>Paterson Public School District</td>\n","      <td>430 TOTOWA AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7502</td>\n","      <td>(973)321-0050</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>744.0</td>\n","      <td>61.50000</td>\n","      <td>12.1000000</td>\n","      <td>525.0</td>\n","      <td>12.0</td>\n","    </tr>\n","    <tr>\n","      <th>36</th>\n","      <td>341269004886</td>\n","      <td>School 7</td>\n","      <td>Paterson Public School District</td>\n","      <td>106 RAMSEY STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0070</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>225.0</td>\n","      <td>20.50000</td>\n","      <td>11.0000000</td>\n","      <td>128.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>37</th>\n","      <td>341269004888</td>\n","      <td>School 8</td>\n","      <td>Paterson Public School District</td>\n","      <td>35 CHADWICK STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7503</td>\n","      <td>(973)321-0080</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>461.0</td>\n","      <td>38.50000</td>\n","      <td>12.0000000</td>\n","      <td>362.0</td>\n","      <td>10.0</td>\n","    </tr>\n","    <tr>\n","      <th>38</th>\n","      <td>341269003171</td>\n","      <td>School of Architecture and Construction Trades</td>\n","      <td>Paterson Public School District</td>\n","      <td>61-127 PREAKNESS AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7502</td>\n","      <td>(973)321-0500</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>583.0</td>\n","      <td>48.50000</td>\n","      <td>12.0000000</td>\n","      <td>316.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>39</th>\n","      <td>341269003170</td>\n","      <td>School of Business Technology Marketing and Fi...</td>\n","      <td>Paterson Public School District</td>\n","      <td>61-127 PREAKNESS AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7502</td>\n","      <td>(973)321-0500</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>627.0</td>\n","      <td>47.00000</td>\n","      <td>13.3000000</td>\n","      <td>342.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>40</th>\n","      <td>341269003103</td>\n","      <td>School Of Culinary Arts Hospitality and Tourism</td>\n","      <td>Paterson Public School District</td>\n","      <td>150 PARK AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-2489</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>653.0</td>\n","      <td>49.00000</td>\n","      <td>13.3000000</td>\n","      <td>395.0</td>\n","      <td>8.0</td>\n","    </tr>\n","    <tr>\n","      <th>41</th>\n","      <td>341269003109</td>\n","      <td>School of Earth and Space Science</td>\n","      <td>Paterson Public School District</td>\n","      <td>201 MEMORIAL DRIVE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7505</td>\n","      <td>(973)321-2290</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>215.0</td>\n","      <td>18.00000</td>\n","      <td>11.9000000</td>\n","      <td>111.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>42</th>\n","      <td>341269003168</td>\n","      <td>School of Education and Training</td>\n","      <td>Paterson Public School District</td>\n","      <td>61-127 PREAKNESS AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7502</td>\n","      <td>(973)321-0500</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>466.0</td>\n","      <td>36.00000</td>\n","      <td>12.9000000</td>\n","      <td>244.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>43</th>\n","      <td>341269003105</td>\n","      <td>School of Government and Public Administration</td>\n","      <td>Paterson Public School District</td>\n","      <td>150 PARK AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-2488</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>695.0</td>\n","      <td>48.00000</td>\n","      <td>14.5000000</td>\n","      <td>379.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>44</th>\n","      <td>341269003107</td>\n","      <td>School of Health Science</td>\n","      <td>Paterson Public School District</td>\n","      <td>5-7 Colt St</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7505</td>\n","      <td>(973)321-0560</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>298.0</td>\n","      <td>28.00000</td>\n","      <td>10.6000000</td>\n","      <td>154.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>45</th>\n","      <td>341269003101</td>\n","      <td>School Of Information Technology</td>\n","      <td>Paterson Public School District</td>\n","      <td>150 PARK AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-2490</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>657.0</td>\n","      <td>50.00000</td>\n","      <td>13.1000000</td>\n","      <td>309.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>46</th>\n","      <td>341269003169</td>\n","      <td>School of Science, Technology, Engineering and...</td>\n","      <td>Paterson Public School District</td>\n","      <td>61-127 PREAKNESS AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7502</td>\n","      <td>(973)321-0500</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>625.0</td>\n","      <td>40.00000</td>\n","      <td>15.6000000</td>\n","      <td>341.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>47</th>\n","      <td>341269004884</td>\n","      <td>Senator Frank Lautenberg School</td>\n","      <td>Paterson Public School District</td>\n","      <td>137 CARROLL STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0060</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>626.0</td>\n","      <td>41.00000</td>\n","      <td>15.3000000</td>\n","      <td>470.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>48</th>\n","      <td>341269002929</td>\n","      <td>STARS Academy</td>\n","      <td>Paterson Public School District</td>\n","      <td>765 14TH AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7504</td>\n","      <td>(973)321-0568</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>108.0</td>\n","      <td>12.00000</td>\n","      <td>9.0000000</td>\n","      <td>71.0</td>\n","      <td>8.0</td>\n","    </tr>\n","    <tr>\n","      <th>49</th>\n","      <td>341269003369</td>\n","      <td>Young Men's Academy</td>\n","      <td>Paterson Public School District</td>\n","      <td>45 SMITH STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-1000</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>73.0</td>\n","      <td>8.00000</td>\n","      <td>9.1000000</td>\n","      <td>52.0</td>\n","      <td>0.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-eaa7afef-80c0-4038-a943-db6a9583821f')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 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color=mediumorchid>Newark</font>"]},{"cell_type":"code","execution_count":11,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":582,"status":"ok","timestamp":1658871594942,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"Fu58_D2JWT5d","outputId":"8162c4db-3602-41a0-ac8d-52f88e467d49"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    NCES School ID                   School Name  \\\n","0     341134002222        Abington Avenue School   \n","1     341134000791  American History High School   \n","2     341134002228             Ann Street School   \n","3     341134002188              Arts High School   \n","4     341134002232            Avon Avenue School   \n","..             ...                           ...   \n","58    341134002202        University High School   \n","59    341134003117                UPLIFT Academy   \n","60    341134002206         Weequahic High School   \n","61    341134002208         West Side High School   \n","62    341134002368          Wilson Avenue School   \n","\n","                         District           Street Address    City State  \\\n","0   Newark Public School District      209 ABINGTON AVENUE  NEWARK    NJ   \n","1   Newark Public School District         74 Montgomery St  NEWARK    NJ   \n","2   Newark Public School District                30 ANN ST  NEWARK    NJ   \n","3   Newark Public School District        550 M L KING BLVD  NEWARK    NJ   \n","4   Newark Public School District             219 AVON AVE  NEWARK    NJ   \n","..                            ...                      ...     ...   ...   \n","58  Newark Public School District            55 CLINTON PL  NEWARK    NJ   \n","59  Newark Public School District            150 Newton St  NEWARK    NJ   \n","60  Newark Public School District       279 CHANCELLOR AVE  NEWARK    NJ   \n","61  Newark Public School District  403 South Orange Avenue  Newark    NJ   \n","62  Newark Public School District            19 WILSON AVE  NEWARK    NJ   \n","\n","     ZIP          Phone Charter Magnet* Title I School* Title 1 School Wide*  \\\n","0   7107  (973)268-5230      No       †             Yes                  Yes   \n","1   7103  (973)733-7333      No       †             Yes                  Yes   \n","2   7105  (973)465-4890      No       †             Yes                  Yes   \n","3   7102  (973)733-7391      No       †             Yes                  Yes   \n","4   7108  (973)733-6750      No       †             Yes                  Yes   \n","..   ...            ...     ...     ...             ...                  ...   \n","58  7108  (973)374-3190      No       †             Yes                  Yes   \n","59  7103  (973)424-4391      No       †             Yes                  Yes   \n","60  7112  (973)705-3923      No       †             Yes                  Yes   \n","61  7103  (973)733-7019      No       †             Yes                   No   \n","62  7108  (973)465-4910      No       †             Yes                  Yes   \n","\n","    Students* Teachers* Student Teacher Ratio* Free Lunch* Reduced Lunch*  \n","0       879.0  56.00000             15.7000000   662.00000       53.00000  \n","1       445.0  41.50000             10.7000000   305.00000       36.00000  \n","2      1243.0  83.00000             15.0000000   774.00000      142.00000  \n","3       614.0  54.00000             11.4000000   354.00000       75.00000  \n","4       551.0  42.00000             13.1000000   461.00000       20.00000  \n","..        ...       ...                    ...         ...            ...  \n","58      486.0  43.00000             11.3000000   315.00000       25.00000  \n","59        3.0         –                      †           †              †  \n","60      385.0  37.00000             10.4000000   207.00000        9.00000  \n","61      620.0  44.00000             14.1000000   354.00000       35.00000  \n","62     1135.0  66.00000             17.2000000   772.00000       76.00000  \n","\n","[63 rows x 17 columns]"],"text/html":["\n","  <div id=\"df-ae8faf11-b583-4a55-8cb8-a04f8616347f\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>NCES School ID</th>\n","      <th>School Name</th>\n","      <th>District</th>\n","      <th>Street Address</th>\n","      <th>City</th>\n","      <th>State</th>\n","      <th>ZIP</th>\n","      <th>Phone</th>\n","      <th>Charter</th>\n","      <th>Magnet*</th>\n","      <th>Title I School*</th>\n","      <th>Title 1 School Wide*</th>\n","      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<td>7103</td>\n","      <td>(973)733-7333</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>445.0</td>\n","      <td>41.50000</td>\n","      <td>10.7000000</td>\n","      <td>305.00000</td>\n","      <td>36.00000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>341134002228</td>\n","      <td>Ann Street School</td>\n","      <td>Newark Public School District</td>\n","      <td>30 ANN ST</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7105</td>\n","      <td>(973)465-4890</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>1243.0</td>\n","      <td>83.00000</td>\n","      <td>15.0000000</td>\n","      <td>774.00000</td>\n","      <td>142.00000</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>341134002188</td>\n","      <td>Arts High School</td>\n","      <td>Newark Public School District</td>\n","      <td>550 M L KING BLVD</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7102</td>\n","      <td>(973)733-7391</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>614.0</td>\n","      <td>54.00000</td>\n","      <td>11.4000000</td>\n","      <td>354.00000</td>\n","      <td>75.00000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>341134002232</td>\n","      <td>Avon Avenue School</td>\n","      <td>Newark Public School District</td>\n","      <td>219 AVON AVE</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7108</td>\n","      <td>(973)733-6750</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>551.0</td>\n","      <td>42.00000</td>\n","      <td>13.1000000</td>\n","      <td>461.00000</td>\n","      <td>20.00000</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n"," 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School District</td>\n","      <td>150 Newton St</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7103</td>\n","      <td>(973)424-4391</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>3.0</td>\n","      <td>–</td>\n","      <td>†</td>\n","      <td>†</td>\n","      <td>†</td>\n","    </tr>\n","    <tr>\n","      <th>60</th>\n","      <td>341134002206</td>\n","      <td>Weequahic High School</td>\n","      <td>Newark Public School District</td>\n","      <td>279 CHANCELLOR AVE</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7112</td>\n","      <td>(973)705-3923</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>385.0</td>\n","      <td>37.00000</td>\n","      <td>10.4000000</td>\n","      <td>207.00000</td>\n","      <td>9.00000</td>\n","    </tr>\n","    <tr>\n","      <th>61</th>\n","      <td>341134002208</td>\n","      <td>West Side High School</td>\n","      <td>Newark Public School District</td>\n","      <td>403 South Orange Avenue</td>\n","      <td>Newark</td>\n","      <td>NJ</td>\n","      <td>7103</td>\n","      <td>(973)733-7019</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>620.0</td>\n","      <td>44.00000</td>\n","      <td>14.1000000</td>\n","      <td>354.00000</td>\n","      <td>35.00000</td>\n","    </tr>\n","    <tr>\n","      <th>62</th>\n","      <td>341134002368</td>\n","      <td>Wilson Avenue School</td>\n","      <td>Newark Public School District</td>\n","      <td>19 WILSON AVE</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7108</td>\n","      <td>(973)465-4910</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>1135.0</td>\n","      <td>66.00000</td>\n","      <td>17.2000000</td>\n","      <td>772.00000</td>\n","      <td>76.00000</td>\n","    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Riley School 9   \n","4      341269004870                       Dale Avenue   \n","..              ...                               ...   \n","108    341134002202            University High School   \n","109    341134003117                    UPLIFT Academy   \n","110    341134002206             Weequahic High School   \n","111    341134002208             West Side High School   \n","112    341134002368              Wilson Avenue School   \n","\n","                            District           Street Address      City State  \\\n","0    Paterson Public School District          660 14th Avenue  Paterson    NJ   \n","1    Paterson Public School District        11 27 16TH AVENUE  PATERSON    NJ   \n","2    Paterson Public School District        350 MARKET STREET  PATERSON    NJ   \n","3    Paterson Public School District         6 TIMOTHY STREET  PATERSON    NJ   \n","4    Paterson Public School District              21 Dale Ave  PATERSON    NJ   \n","..                               ...                      ...       ...   ...   \n","108    Newark Public School District            55 CLINTON PL    NEWARK    NJ   \n","109    Newark Public School District            150 Newton St    NEWARK    NJ   \n","110    Newark Public School District       279 CHANCELLOR AVE    NEWARK    NJ   \n","111    Newark Public School District  403 South Orange Avenue    Newark    NJ   \n","112    Newark Public School District            19 WILSON AVE    NEWARK    NJ   \n","\n","      ZIP          Phone Charter Magnet* Title I School* Title 1 School Wide*  \\\n","0    7504  (973)321-0660      No       †              No                    †   \n","1    7501  (973)321-0320      No       †             Yes                  Yes   \n","2    7501  (973)321-0570      No       †             Yes                  Yes   \n","3    7503  (973)321-0090      No       †             Yes                  Yes   \n","4    7501  (973)321-0410      No       †             Yes                  Yes   \n","..    ...            ...     ...     ...             ...                  ...   \n","108  7108  (973)374-3190      No       †             Yes                  Yes   \n","109  7103  (973)424-4391      No       †             Yes                  Yes   \n","110  7112  (973)705-3923      No       †             Yes                  Yes   \n","111  7103  (973)733-7019      No       †             Yes                   No   \n","112  7108  (973)465-4910      No       †             Yes                  Yes   \n","\n","     Students* Teachers* Student Teacher Ratio* Free Lunch* Reduced Lunch*  \n","0         77.0         –                      †        35.0            0.0  \n","1        525.0  34.00000             15.4000000       314.0           16.0  \n","2        126.0  26.00000              4.8000000        70.0            0.0  \n","3        736.0  65.00000             11.3000000       602.0           43.0  \n","4        243.0  30.00000              8.1000000       130.0            3.0  \n","..         ...       ...                    ...         ...            ...  \n","108      486.0  43.00000             11.3000000   315.00000       25.00000  \n","109        3.0         –                      †           †              †  \n","110      385.0  37.00000             10.4000000   207.00000        9.00000  \n","111      620.0  44.00000             14.1000000   354.00000       35.00000  \n","112     1135.0  66.00000             17.2000000   772.00000       76.00000  \n","\n","[113 rows x 17 columns]"],"text/html":["\n","  <div id=\"df-19feb0dc-6edc-4cf6-ac4f-ddd3ec5093ce\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>NCES School ID</th>\n","      <th>School Name</th>\n","      <th>District</th>\n","      <th>Street Address</th>\n","      <th>City</th>\n","      <th>State</th>\n","      <th>ZIP</th>\n","      <th>Phone</th>\n","      <th>Charter</th>\n","      <th>Magnet*</th>\n","      <th>Title I School*</th>\n","      <th>Title 1 School Wide*</th>\n","      <th>Students*</th>\n","      <th>Teachers*</th>\n","      <th>Student Teacher Ratio*</th>\n","      <th>Free Lunch*</th>\n","      <th>Reduced Lunch*</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>341269003473</td>\n","      <td>14# Avenue Early Learning Center</td>\n","      <td>Paterson Public School District</td>\n","      <td>660 14th Avenue</td>\n","      <td>Paterson</td>\n","      <td>NJ</td>\n","      <td>7504</td>\n","      <td>(973)321-0660</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>No</td>\n","      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<td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>126.0</td>\n","      <td>26.00000</td>\n","      <td>4.8000000</td>\n","      <td>70.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>341269004890</td>\n","      <td>Charles J. Riley School 9</td>\n","      <td>Paterson Public School District</td>\n","      <td>6 TIMOTHY STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7503</td>\n","      <td>(973)321-0090</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>736.0</td>\n","      <td>65.00000</td>\n","      <td>11.3000000</td>\n","      <td>602.0</td>\n","      <td>43.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>341269004870</td>\n","      <td>Dale Avenue</td>\n","      <td>Paterson Public School District</td>\n","      <td>21 Dale Ave</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0410</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>243.0</td>\n","      <td>30.00000</td>\n","      <td>8.1000000</td>\n","      <td>130.0</td>\n","      <td>3.0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>108</th>\n","      <td>341134002202</td>\n","      <td>University High School</td>\n","      <td>Newark Public School District</td>\n","      <td>55 CLINTON PL</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7108</td>\n","      <td>(973)374-3190</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>486.0</td>\n","      <td>43.00000</td>\n","      <td>11.3000000</td>\n","      <td>315.00000</td>\n","      <td>25.00000</td>\n","    </tr>\n","    <tr>\n","      <th>109</th>\n","      <td>341134003117</td>\n","      <td>UPLIFT Academy</td>\n","      <td>Newark Public School District</td>\n","      <td>150 Newton St</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7103</td>\n","      <td>(973)424-4391</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>3.0</td>\n","      <td>–</td>\n","      <td>†</td>\n","      <td>†</td>\n","      <td>†</td>\n","    </tr>\n","    <tr>\n","      <th>110</th>\n","      <td>341134002206</td>\n","      <td>Weequahic High School</td>\n","      <td>Newark Public School District</td>\n","      <td>279 CHANCELLOR AVE</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7112</td>\n","      <td>(973)705-3923</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>385.0</td>\n","      <td>37.00000</td>\n","      <td>10.4000000</td>\n","      <td>207.00000</td>\n","      <td>9.00000</td>\n","    </tr>\n","    <tr>\n","      <th>111</th>\n","      <td>341134002208</td>\n","      <td>West Side High School</td>\n","      <td>Newark Public School District</td>\n","      <td>403 South Orange Avenue</td>\n","      <td>Newark</td>\n","      <td>NJ</td>\n","      <td>7103</td>\n","      <td>(973)733-7019</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>620.0</td>\n","      <td>44.00000</td>\n","      <td>14.1000000</td>\n","      <td>354.00000</td>\n","      <td>35.00000</td>\n","    </tr>\n","    <tr>\n","      <th>112</th>\n","      <td>341134002368</td>\n","      <td>Wilson Avenue School</td>\n","      <td>Newark Public School District</td>\n","      <td>19 WILSON AVE</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7108</td>\n","      <td>(973)465-4910</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>1135.0</td>\n","      <td>66.00000</td>\n","      <td>17.2000000</td>\n","      <td>772.00000</td>\n","      <td>76.00000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>113 rows × 17 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-19feb0dc-6edc-4cf6-ac4f-ddd3ec5093ce')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 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Tech</font>"]},{"cell_type":"code","execution_count":13,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":266},"executionInfo":{"elapsed":530,"status":"ok","timestamp":1658871595464,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"8IuXceKAXyQW","outputId":"c9e9f6d2-52a7-4161-c804-6fccec44ffe7"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["   NCES School ID                         School Name  \\\n","0    341263004860  Passaic County Technical Institute   \n","\n","                                    District     Street Address   City State  \\\n","0  Passaic County Vocational School District  45 REINHARDT ROAD  WAYNE    NJ   \n","\n","    ZIP          Phone Charter Magnet* Title I School* Title 1 School Wide*  \\\n","0  7470  (973)790-6000      No       †             Yes                   No   \n","\n","   Students*  Teachers*  Student Teacher Ratio*  Free Lunch*  Reduced Lunch*  \n","0     3429.0      289.0                    11.9       1663.0           304.0  "],"text/html":["\n","  <div id=\"df-104b7a60-e26a-441a-a3ab-6b3f38ea54d2\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>NCES School ID</th>\n","      <th>School Name</th>\n","      <th>District</th>\n","      <th>Street Address</th>\n","      <th>City</th>\n","      <th>State</th>\n","      <th>ZIP</th>\n","      <th>Phone</th>\n","      <th>Charter</th>\n","      <th>Magnet*</th>\n","      <th>Title I School*</th>\n","      <th>Title 1 School Wide*</th>\n","      <th>Students*</th>\n","      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Riley School 9   \n","4      341269004870                         Dale Avenue   \n","..              ...                                 ...   \n","109    341134003117                      UPLIFT Academy   \n","110    341134002206               Weequahic High School   \n","111    341134002208               West Side High School   \n","112    341134002368                Wilson Avenue School   \n","113    341263004860  Passaic County Technical Institute   \n","\n","                                      District           Street Address  \\\n","0              Paterson Public School District          660 14th Avenue   \n","1              Paterson Public School District        11 27 16TH AVENUE   \n","2              Paterson Public School District        350 MARKET STREET   \n","3              Paterson Public School District         6 TIMOTHY STREET   \n","4              Paterson Public School District              21 Dale Ave   \n","..                                         ...                      ...   \n","109              Newark Public School District            150 Newton St   \n","110              Newark Public School District       279 CHANCELLOR AVE   \n","111              Newark Public School District  403 South Orange Avenue   \n","112              Newark Public School District            19 WILSON AVE   \n","113  Passaic County Vocational School District        45 REINHARDT ROAD   \n","\n","         City State   ZIP          Phone Charter Magnet* Title I School*  \\\n","0    Paterson    NJ  7504  (973)321-0660      No       †              No   \n","1    PATERSON    NJ  7501  (973)321-0320      No       †             Yes   \n","2    PATERSON    NJ  7501  (973)321-0570      No       †             Yes   \n","3    PATERSON    NJ  7503  (973)321-0090      No       †             Yes   \n","4    PATERSON    NJ  7501  (973)321-0410      No       †             Yes   \n","..        ...   ...   ...            ...     ...     ...             ...   \n","109    NEWARK    NJ  7103  (973)424-4391      No       †             Yes   \n","110    NEWARK    NJ  7112  (973)705-3923      No       †             Yes   \n","111    Newark    NJ  7103  (973)733-7019      No       †             Yes   \n","112    NEWARK    NJ  7108  (973)465-4910      No       †             Yes   \n","113     WAYNE    NJ  7470  (973)790-6000      No       †             Yes   \n","\n","    Title 1 School Wide*  Students* Teachers* Student Teacher Ratio*  \\\n","0                      †       77.0         –                      †   \n","1                    Yes      525.0  34.00000             15.4000000   \n","2                    Yes      126.0  26.00000              4.8000000   \n","3                    Yes      736.0  65.00000             11.3000000   \n","4                    Yes      243.0  30.00000              8.1000000   \n","..                   ...        ...       ...                    ...   \n","109                  Yes        3.0         –                      †   \n","110                  Yes      385.0  37.00000             10.4000000   \n","111                   No      620.0  44.00000             14.1000000   \n","112                  Yes     1135.0  66.00000             17.2000000   \n","113                   No     3429.0     289.0                   11.9   \n","\n","    Free Lunch* Reduced Lunch*  \n","0          35.0            0.0  \n","1         314.0           16.0  \n","2          70.0            0.0  \n","3         602.0           43.0  \n","4         130.0            3.0  \n","..          ...            ...  \n","109           †              †  \n","110   207.00000        9.00000  \n","111   354.00000       35.00000  \n","112   772.00000       76.00000  \n","113      1663.0          304.0  \n","\n","[114 rows x 17 columns]"],"text/html":["\n","  <div id=\"df-f3fb0f1c-3cb3-4cb7-9d2f-5bc1e7f0400d\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        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Center</td>\n","      <td>Paterson Public School District</td>\n","      <td>660 14th Avenue</td>\n","      <td>Paterson</td>\n","      <td>NJ</td>\n","      <td>7504</td>\n","      <td>(973)321-0660</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>77.0</td>\n","      <td>–</td>\n","      <td>†</td>\n","      <td>35.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>341269000353</td>\n","      <td>Alexander Hamilton Academy</td>\n","      <td>Paterson Public School District</td>\n","      <td>11 27 16TH AVENUE</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0320</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>525.0</td>\n","      <td>34.00000</td>\n","      <td>15.4000000</td>\n","      <td>314.0</td>\n","      <td>16.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>341269003111</td>\n","      <td>Alternative High School</td>\n","      <td>Paterson Public School District</td>\n","      <td>350 MARKET STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0570</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>126.0</td>\n","      <td>26.00000</td>\n","      <td>4.8000000</td>\n","      <td>70.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>341269004890</td>\n","      <td>Charles J. Riley School 9</td>\n","      <td>Paterson Public School District</td>\n","      <td>6 TIMOTHY STREET</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7503</td>\n","      <td>(973)321-0090</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>736.0</td>\n","      <td>65.00000</td>\n","      <td>11.3000000</td>\n","      <td>602.0</td>\n","      <td>43.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>341269004870</td>\n","      <td>Dale Avenue</td>\n","      <td>Paterson Public School District</td>\n","      <td>21 Dale Ave</td>\n","      <td>PATERSON</td>\n","      <td>NJ</td>\n","      <td>7501</td>\n","      <td>(973)321-0410</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>243.0</td>\n","      <td>30.00000</td>\n","      <td>8.1000000</td>\n","      <td>130.0</td>\n","      <td>3.0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>109</th>\n","      <td>341134003117</td>\n","      <td>UPLIFT Academy</td>\n","      <td>Newark Public School District</td>\n","      <td>150 Newton St</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7103</td>\n","      <td>(973)424-4391</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>3.0</td>\n","      <td>–</td>\n","      <td>†</td>\n","      <td>†</td>\n","      <td>†</td>\n","    </tr>\n","    <tr>\n","      <th>110</th>\n","      <td>341134002206</td>\n","      <td>Weequahic High School</td>\n","      <td>Newark Public School District</td>\n","      <td>279 CHANCELLOR AVE</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7112</td>\n","      <td>(973)705-3923</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>385.0</td>\n","      <td>37.00000</td>\n","      <td>10.4000000</td>\n","      <td>207.00000</td>\n","      <td>9.00000</td>\n","    </tr>\n","    <tr>\n","      <th>111</th>\n","      <td>341134002208</td>\n","      <td>West Side High School</td>\n","      <td>Newark Public School District</td>\n","      <td>403 South Orange Avenue</td>\n","      <td>Newark</td>\n","      <td>NJ</td>\n","      <td>7103</td>\n","      <td>(973)733-7019</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>620.0</td>\n","      <td>44.00000</td>\n","      <td>14.1000000</td>\n","      <td>354.00000</td>\n","      <td>35.00000</td>\n","    </tr>\n","    <tr>\n","      <th>112</th>\n","      <td>341134002368</td>\n","      <td>Wilson Avenue School</td>\n","      <td>Newark Public School District</td>\n","      <td>19 WILSON AVE</td>\n","      <td>NEWARK</td>\n","      <td>NJ</td>\n","      <td>7108</td>\n","      <td>(973)465-4910</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>Yes</td>\n","      <td>1135.0</td>\n","      <td>66.00000</td>\n","      <td>17.2000000</td>\n","      <td>772.00000</td>\n","      <td>76.00000</td>\n","    </tr>\n","    <tr>\n","      <th>113</th>\n","      <td>341263004860</td>\n","      <td>Passaic County Technical Institute</td>\n","      <td>Passaic County Vocational School District</td>\n","      <td>45 REINHARDT ROAD</td>\n","      <td>WAYNE</td>\n","      <td>NJ</td>\n","      <td>7470</td>\n","      <td>(973)790-6000</td>\n","      <td>No</td>\n","      <td>†</td>\n","      <td>Yes</td>\n","      <td>No</td>\n","      <td>3429.0</td>\n","      <td>289.0</td>\n","      <td>11.9</td>\n","      <td>1663.0</td>\n","      <td>304.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>114 rows × 17 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f3fb0f1c-3cb3-4cb7-9d2f-5bc1e7f0400d')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 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Riley School 9   \n","4        4   341269004870                         Dale Avenue   \n","..     ...            ...                                 ...   \n","109    109   341134003117                      UPLIFT Academy   \n","110    110   341134002206               Weequahic High School   \n","111    111   341134002208               West Side High School   \n","112    112   341134002368                Wilson Avenue School   \n","113    113   341263004860  Passaic County Technical Institute   \n","\n","                                      District HS_ZIP          Phone  Charter  \\\n","0              Paterson Public School District  07504  (973)321-0660        0   \n","1              Paterson Public School District  07501  (973)321-0320        0   \n","2              Paterson Public School District  07501  (973)321-0570        0   \n","3              Paterson Public School District  07503  (973)321-0090        0   \n","4              Paterson Public School District  07501  (973)321-0410        0   \n","..                                         ...    ...            ...      ...   \n","109              Newark Public School District  07103  (973)424-4391        0   \n","110              Newark Public School District  07112  (973)705-3923        0   \n","111              Newark Public School District  07103  (973)733-7019        0   \n","112              Newark Public School District  07108  (973)465-4910        0   \n","113  Passaic County Vocational School District  07470  (973)790-6000        0   \n","\n","     Magnet  Title1_School  Title1_SchoolWide  NumStudents NumTeachers  \\\n","0         9              0                  9         77.0          -1   \n","1         9              1                  1        525.0    34.00000   \n","2         9              1                  1        126.0    26.00000   \n","3         9              1                  1        736.0    65.00000   \n","4         9              1                  1        243.0    30.00000   \n","..      ...            ...                ...          ...         ...   \n","109       9              1                  1          3.0          -1   \n","110       9              1                  1        385.0    37.00000   \n","111       9              1                  0        620.0    44.00000   \n","112       9              1                  1       1135.0    66.00000   \n","113       9              1                  0       3429.0       289.0   \n","\n","    StudentTeacherRatio NumFreeLunch NumReducedLunch  \\\n","0                     9         35.0             0.0   \n","1            15.4000000        314.0            16.0   \n","2             4.8000000         70.0             0.0   \n","3            11.3000000        602.0            43.0   \n","4             8.1000000        130.0             3.0   \n","..                  ...          ...             ...   \n","109                   9            9               9   \n","110          10.4000000    207.00000         9.00000   \n","111          14.1000000    354.00000        35.00000   \n","112          17.2000000    772.00000        76.00000   \n","113                11.9       1663.0           304.0   \n","\n","                          HS_FullAddress  \n","0          660 14th Avenue, Paterson, NJ  \n","1        11 27 16TH AVENUE, PATERSON, NJ  \n","2        350 MARKET STREET, PATERSON, NJ  \n","3         6 TIMOTHY STREET, PATERSON, NJ  \n","4              21 Dale Ave, PATERSON, NJ  \n","..                                   ...  \n","109            150 Newton St, NEWARK, NJ  \n","110       279 CHANCELLOR AVE, NEWARK, NJ  \n","111  403 South Orange Avenue, Newark, NJ  \n","112            19 WILSON AVE, NEWARK, NJ  \n","113         45 REINHARDT ROAD, WAYNE, NJ  \n","\n","[114 rows x 16 columns]"],"text/html":["\n","  <div id=\"df-915b7712-06f4-48f5-89fd-17dd29a6829e\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>index</th>\n","      <th>NCES_SchoolID</th>\n","      <th>HS_SchoolName</th>\n","      <th>District</th>\n","      <th>HS_ZIP</th>\n","      <th>Phone</th>\n","      <th>Charter</th>\n","      <th>Magnet</th>\n","      <th>Title1_School</th>\n","      <th>Title1_SchoolWide</th>\n","      <th>NumStudents</th>\n","      <th>NumTeachers</th>\n","      <th>StudentTeacherRatio</th>\n","      <th>NumFreeLunch</th>\n","      <th>NumReducedLunch</th>\n","      <th>HS_FullAddress</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>341269003473</td>\n","      <td>14# Avenue Early Learning Center</td>\n","      <td>Paterson Public School District</td>\n","      <td>07504</td>\n","      <td>(973)321-0660</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>77.0</td>\n","      <td>-1</td>\n","      <td>9</td>\n","      <td>35.0</td>\n","      <td>0.0</td>\n","      <td>660 14th Avenue, Paterson, NJ</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>341269000353</td>\n","      <td>Alexander Hamilton Academy</td>\n","      <td>Paterson Public School District</td>\n","      <td>07501</td>\n","      <td>(973)321-0320</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>525.0</td>\n","      <td>34.00000</td>\n","      <td>15.4000000</td>\n","      <td>314.0</td>\n","      <td>16.0</td>\n","      <td>11 27 16TH AVENUE, PATERSON, NJ</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>341269003111</td>\n","      <td>Alternative High School</td>\n","      <td>Paterson Public School District</td>\n","      <td>07501</td>\n","      <td>(973)321-0570</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>126.0</td>\n","      <td>26.00000</td>\n","      <td>4.8000000</td>\n","      <td>70.0</td>\n","      <td>0.0</td>\n","      <td>350 MARKET STREET, PATERSON, NJ</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>341269004890</td>\n","      <td>Charles J. Riley School 9</td>\n","      <td>Paterson Public School District</td>\n","      <td>07503</td>\n","      <td>(973)321-0090</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>736.0</td>\n","      <td>65.00000</td>\n","      <td>11.3000000</td>\n","      <td>602.0</td>\n","      <td>43.0</td>\n","      <td>6 TIMOTHY STREET, PATERSON, NJ</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>341269004870</td>\n","      <td>Dale Avenue</td>\n","      <td>Paterson Public School District</td>\n","      <td>07501</td>\n","      <td>(973)321-0410</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>243.0</td>\n","      <td>30.00000</td>\n","      <td>8.1000000</td>\n","      <td>130.0</td>\n","      <td>3.0</td>\n","      <td>21 Dale Ave, PATERSON, NJ</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>109</th>\n","      <td>109</td>\n","      <td>341134003117</td>\n","      <td>UPLIFT Academy</td>\n","      <td>Newark Public School District</td>\n","      <td>07103</td>\n","      <td>(973)424-4391</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>3.0</td>\n","      <td>-1</td>\n","      <td>9</td>\n","      <td>9</td>\n","      <td>9</td>\n","      <td>150 Newton St, NEWARK, NJ</td>\n","    </tr>\n","    <tr>\n","      <th>110</th>\n","      <td>110</td>\n","      <td>341134002206</td>\n","      <td>Weequahic High School</td>\n","      <td>Newark Public School District</td>\n","      <td>07112</td>\n","      <td>(973)705-3923</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>385.0</td>\n","      <td>37.00000</td>\n","      <td>10.4000000</td>\n","      <td>207.00000</td>\n","      <td>9.00000</td>\n","      <td>279 CHANCELLOR AVE, NEWARK, NJ</td>\n","    </tr>\n","    <tr>\n","      <th>111</th>\n","      <td>111</td>\n","      <td>341134002208</td>\n","      <td>West Side High School</td>\n","      <td>Newark Public School District</td>\n","      <td>07103</td>\n","      <td>(973)733-7019</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>620.0</td>\n","      <td>44.00000</td>\n","      <td>14.1000000</td>\n","      <td>354.00000</td>\n","      <td>35.00000</td>\n","      <td>403 South Orange Avenue, Newark, NJ</td>\n","    </tr>\n","    <tr>\n","      <th>112</th>\n","      <td>112</td>\n","      <td>341134002368</td>\n","      <td>Wilson Avenue School</td>\n","      <td>Newark Public School District</td>\n","      <td>07108</td>\n","      <td>(973)465-4910</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1135.0</td>\n","      <td>66.00000</td>\n","      <td>17.2000000</td>\n","      <td>772.00000</td>\n","      <td>76.00000</td>\n","      <td>19 WILSON AVE, NEWARK, NJ</td>\n","    </tr>\n","    <tr>\n","      <th>113</th>\n","      <td>113</td>\n","      <td>341263004860</td>\n","      <td>Passaic County Technical Institute</td>\n","      <td>Passaic County Vocational School District</td>\n","      <td>07470</td>\n","      <td>(973)790-6000</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>3429.0</td>\n","      <td>289.0</td>\n","      <td>11.9</td>\n","      <td>1663.0</td>\n","      <td>304.0</td>\n","      <td>45 REINHARDT ROAD, WAYNE, NJ</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>114 rows × 16 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-915b7712-06f4-48f5-89fd-17dd29a6829e')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    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Unknown\n","K12Schools.replace([\"Yes\", \"No\", \"†\", \"–\"], [1, 0, 9, -1], inplace=True)\n","\n","# Create a String of the School's Entire Address\n","K12Schools[\"HS_FullAddress\"] = K12Schools.HS_StreetAddress + \", \" + K12Schools.HS_City + \", \" + K12Schools.HS_State\n","\n","# Remove the HS_StreetAddress, HS_City, and HS_State Columns\n","## These Are No Longer Needed and Are Redundant with HS_FullAddress\n","K12Schools.drop([\"HS_StreetAddress\", \"HS_City\", \"HS_State\"], axis=1, inplace=True)\n","\n","# Convert the Index into a Column\n","K12Schools.reset_index(inplace=True)\n","\n","K12Schools"]},{"cell_type":"markdown","source":["##### <font color=mediumorchid>High School Latitudes and Longitudes</font>"],"metadata":{"id":"PVnW7xuUr1Tc"}},{"cell_type":"code","source":["HSLatLong_df = pd.read_csv(\"/content/drive/MyDrive/Thesis/Codes/Combining Datasets/HS_latLongs.csv\", usecols=[\"FullAddress\", \"HS_Lat\", \"HS_Long\"])\n","\n","# Convert the Index into a Column\n","HSLatLong_df.reset_index(inplace=True)\n","\n","HSLatLong_df"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"xApl2Xo2r096","executionInfo":{"status":"ok","timestamp":1658871596019,"user_tz":240,"elapsed":566,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}},"outputId":"1eadf845-1b1e-440a-e4ed-489f7c38b220"},"execution_count":16,"outputs":[{"output_type":"execute_result","data":{"text/plain":["     index                          FullAddress     HS_Lat    HS_Long\n","0        0        660 14th Avenue, Paterson, NJ  40.917022 -74.149923\n","1        1      11 27 16TH AVENUE, PATERSON, NJ  40.916208 -74.166842\n","2        2      350 MARKET STREET, PATERSON, NJ  40.914211 -74.163861\n","3        3       6 TIMOTHY STREET, PATERSON, NJ  40.895381 -74.157852\n","4        4            21 Dale Ave, PATERSON, NJ  40.913956 -74.168631\n","..     ...                                  ...        ...        ...\n","109    109            150 Newton St, NEWARK, NJ  40.737695 -74.189605\n","110    110       279 CHANCELLOR AVE, NEWARK, NJ  40.709304 -74.220042\n","111    111  403 South Orange Avenue, Newark, NJ  40.741702 -74.202375\n","112    112            19 WILSON AVE, NEWARK, NJ  40.727576 -74.154320\n","113    113         45 REINHARDT ROAD, WAYNE, NJ  40.931466 -74.204267\n","\n","[114 rows x 4 columns]"],"text/html":["\n","  <div id=\"df-3f7d76e6-fe9a-44f8-a640-b119255d2b03\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>index</th>\n","      <th>FullAddress</th>\n","      <th>HS_Lat</th>\n","      <th>HS_Long</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>660 14th Avenue, Paterson, NJ</td>\n","      <td>40.917022</td>\n","      <td>-74.149923</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>11 27 16TH AVENUE, PATERSON, NJ</td>\n","      <td>40.916208</td>\n","      <td>-74.166842</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>350 MARKET STREET, PATERSON, NJ</td>\n","      <td>40.914211</td>\n","      <td>-74.163861</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>6 TIMOTHY STREET, PATERSON, NJ</td>\n","      <td>40.895381</td>\n","      <td>-74.157852</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>21 Dale Ave, PATERSON, NJ</td>\n","      <td>40.913956</td>\n","      <td>-74.168631</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>109</th>\n","      <td>109</td>\n","      <td>150 Newton St, NEWARK, NJ</td>\n","      <td>40.737695</td>\n","      <td>-74.189605</td>\n","    </tr>\n","    <tr>\n","      <th>110</th>\n","      <td>110</td>\n","      <td>279 CHANCELLOR AVE, NEWARK, NJ</td>\n","      <td>40.709304</td>\n","      <td>-74.220042</td>\n","    </tr>\n","    <tr>\n","      <th>111</th>\n","      <td>111</td>\n","      <td>403 South Orange Avenue, Newark, NJ</td>\n","      <td>40.741702</td>\n","      <td>-74.202375</td>\n","    </tr>\n","    <tr>\n","      <th>112</th>\n","      <td>112</td>\n","      <td>19 WILSON AVE, NEWARK, NJ</td>\n","      <td>40.727576</td>\n","      <td>-74.154320</td>\n","    </tr>\n","    <tr>\n","      <th>113</th>\n","      <td>113</td>\n","      <td>45 REINHARDT ROAD, WAYNE, NJ</td>\n","      <td>40.931466</td>\n","      <td>-74.204267</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>114 rows × 4 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3f7d76e6-fe9a-44f8-a640-b119255d2b03')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  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Riley School 9   \n","4        4   341269004870                         Dale Avenue   \n","..     ...            ...                                 ...   \n","109    109   341134003117                      UPLIFT Academy   \n","110    110   341134002206               Weequahic High School   \n","111    111   341134002208               West Side High School   \n","112    112   341134002368                Wilson Avenue School   \n","113    113   341263004860  Passaic County Technical Institute   \n","\n","                                      District HS_ZIP          Phone  Charter  \\\n","0              Paterson Public School District  07504  (973)321-0660        0   \n","1              Paterson Public School District  07501  (973)321-0320        0   \n","2              Paterson Public School District  07501  (973)321-0570        0   \n","3              Paterson Public School District  07503  (973)321-0090        0   \n","4              Paterson Public School District  07501  (973)321-0410        0   \n","..                                         ...    ...            ...      ...   \n","109              Newark Public School District  07103  (973)424-4391        0   \n","110              Newark Public School District  07112  (973)705-3923        0   \n","111              Newark Public School District  07103  (973)733-7019        0   \n","112              Newark Public School District  07108  (973)465-4910        0   \n","113  Passaic County Vocational School District  07470  (973)790-6000        0   \n","\n","     Magnet  Title1_School  Title1_SchoolWide  NumStudents NumTeachers  \\\n","0         9              0                  9         77.0          -1   \n","1         9              1                  1        525.0    34.00000   \n","2         9              1                  1        126.0    26.00000   \n","3         9              1                  1        736.0    65.00000   \n","4         9              1                  1        243.0    30.00000   \n","..      ...            ...                ...          ...         ...   \n","109       9              1                  1          3.0          -1   \n","110       9              1                  1        385.0    37.00000   \n","111       9              1                  0        620.0    44.00000   \n","112       9              1                  1       1135.0    66.00000   \n","113       9              1                  0       3429.0       289.0   \n","\n","    StudentTeacherRatio NumFreeLunch NumReducedLunch  \\\n","0                     9         35.0             0.0   \n","1            15.4000000        314.0            16.0   \n","2             4.8000000         70.0             0.0   \n","3            11.3000000        602.0            43.0   \n","4             8.1000000        130.0             3.0   \n","..                  ...          ...             ...   \n","109                   9            9               9   \n","110          10.4000000    207.00000         9.00000   \n","111          14.1000000    354.00000        35.00000   \n","112          17.2000000    772.00000        76.00000   \n","113                11.9       1663.0           304.0   \n","\n","                          HS_FullAddress                          FullAddress  \\\n","0          660 14th Avenue, Paterson, NJ        660 14th Avenue, Paterson, NJ   \n","1        11 27 16TH AVENUE, PATERSON, NJ      11 27 16TH AVENUE, PATERSON, NJ   \n","2        350 MARKET STREET, PATERSON, NJ      350 MARKET STREET, PATERSON, NJ   \n","3         6 TIMOTHY STREET, PATERSON, NJ       6 TIMOTHY STREET, PATERSON, NJ   \n","4              21 Dale Ave, PATERSON, NJ            21 Dale Ave, PATERSON, NJ   \n","..                                   ...                                  ...   \n","109            150 Newton St, NEWARK, NJ            150 Newton St, NEWARK, NJ   \n","110       279 CHANCELLOR AVE, NEWARK, NJ       279 CHANCELLOR AVE, NEWARK, NJ   \n","111  403 South Orange Avenue, Newark, NJ  403 South Orange Avenue, Newark, NJ   \n","112            19 WILSON AVE, NEWARK, NJ            19 WILSON AVE, NEWARK, NJ   \n","113         45 REINHARDT ROAD, WAYNE, NJ         45 REINHARDT ROAD, WAYNE, NJ   \n","\n","        HS_Lat    HS_Long  \n","0    40.917022 -74.149923  \n","1    40.916208 -74.166842  \n","2    40.914211 -74.163861  \n","3    40.895381 -74.157852  \n","4    40.913956 -74.168631  \n","..         ...        ...  \n","109  40.737695 -74.189605  \n","110  40.709304 -74.220042  \n","111  40.741702 -74.202375  \n","112  40.727576 -74.154320  \n","113  40.931466 -74.204267  \n","\n","[114 rows x 19 columns]"],"text/html":["\n","  <div id=\"df-3a236684-ac75-4791-8431-73c17cbda4eb\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    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District</td>\n","      <td>07504</td>\n","      <td>(973)321-0660</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>77.0</td>\n","      <td>-1</td>\n","      <td>9</td>\n","      <td>35.0</td>\n","      <td>0.0</td>\n","      <td>660 14th Avenue, Paterson, NJ</td>\n","      <td>660 14th Avenue, Paterson, NJ</td>\n","      <td>40.917022</td>\n","      <td>-74.149923</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>341269000353</td>\n","      <td>Alexander Hamilton Academy</td>\n","      <td>Paterson Public School District</td>\n","      <td>07501</td>\n","      <td>(973)321-0320</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>525.0</td>\n","      <td>34.00000</td>\n","      <td>15.4000000</td>\n","      <td>314.0</td>\n","      <td>16.0</td>\n","      <td>11 27 16TH AVENUE, PATERSON, NJ</td>\n","      <td>11 27 16TH AVENUE, PATERSON, NJ</td>\n","      <td>40.916208</td>\n","      <td>-74.166842</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>341269003111</td>\n","      <td>Alternative High School</td>\n","      <td>Paterson Public School District</td>\n","      <td>07501</td>\n","      <td>(973)321-0570</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>126.0</td>\n","      <td>26.00000</td>\n","      <td>4.8000000</td>\n","      <td>70.0</td>\n","      <td>0.0</td>\n","      <td>350 MARKET STREET, PATERSON, NJ</td>\n","      <td>350 MARKET STREET, PATERSON, NJ</td>\n","      <td>40.914211</td>\n","      <td>-74.163861</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>341269004890</td>\n","      <td>Charles J. Riley School 9</td>\n","      <td>Paterson Public School District</td>\n","      <td>07503</td>\n","      <td>(973)321-0090</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>736.0</td>\n","      <td>65.00000</td>\n","      <td>11.3000000</td>\n","      <td>602.0</td>\n","      <td>43.0</td>\n","      <td>6 TIMOTHY STREET, PATERSON, NJ</td>\n","      <td>6 TIMOTHY STREET, PATERSON, NJ</td>\n","      <td>40.895381</td>\n","      <td>-74.157852</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>341269004870</td>\n","      <td>Dale Avenue</td>\n","      <td>Paterson Public School District</td>\n","      <td>07501</td>\n","      <td>(973)321-0410</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>243.0</td>\n","      <td>30.00000</td>\n","      <td>8.1000000</td>\n","      <td>130.0</td>\n","      <td>3.0</td>\n","      <td>21 Dale Ave, PATERSON, NJ</td>\n","      <td>21 Dale Ave, PATERSON, NJ</td>\n","      <td>40.913956</td>\n","      <td>-74.168631</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>109</th>\n","      <td>109</td>\n","      <td>341134003117</td>\n","      <td>UPLIFT Academy</td>\n","      <td>Newark Public School District</td>\n","      <td>07103</td>\n","      <td>(973)424-4391</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>3.0</td>\n","      <td>-1</td>\n","      <td>9</td>\n","      <td>9</td>\n","      <td>9</td>\n","      <td>150 Newton St, NEWARK, NJ</td>\n","      <td>150 Newton St, NEWARK, NJ</td>\n","      <td>40.737695</td>\n","      <td>-74.189605</td>\n","    </tr>\n","    <tr>\n","      <th>110</th>\n","      <td>110</td>\n","      <td>341134002206</td>\n","      <td>Weequahic High School</td>\n","      <td>Newark Public School District</td>\n","      <td>07112</td>\n","      <td>(973)705-3923</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>385.0</td>\n","      <td>37.00000</td>\n","      <td>10.4000000</td>\n","      <td>207.00000</td>\n","      <td>9.00000</td>\n","      <td>279 CHANCELLOR AVE, NEWARK, NJ</td>\n","      <td>279 CHANCELLOR AVE, NEWARK, NJ</td>\n","      <td>40.709304</td>\n","      <td>-74.220042</td>\n","    </tr>\n","    <tr>\n","      <th>111</th>\n","      <td>111</td>\n","      <td>341134002208</td>\n","      <td>West Side High School</td>\n","      <td>Newark Public School District</td>\n","      <td>07103</td>\n","      <td>(973)733-7019</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>620.0</td>\n","      <td>44.00000</td>\n","      <td>14.1000000</td>\n","      <td>354.00000</td>\n","      <td>35.00000</td>\n","      <td>403 South Orange Avenue, Newark, NJ</td>\n","      <td>403 South Orange Avenue, Newark, NJ</td>\n","      <td>40.741702</td>\n","      <td>-74.202375</td>\n","    </tr>\n","    <tr>\n","      <th>112</th>\n","      <td>112</td>\n","      <td>341134002368</td>\n","      <td>Wilson Avenue School</td>\n","      <td>Newark Public School District</td>\n","      <td>07108</td>\n","      <td>(973)465-4910</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1135.0</td>\n","      <td>66.00000</td>\n","      <td>17.2000000</td>\n","      <td>772.00000</td>\n","      <td>76.00000</td>\n","      <td>19 WILSON AVE, NEWARK, NJ</td>\n","      <td>19 WILSON AVE, NEWARK, NJ</td>\n","      <td>40.727576</td>\n","      <td>-74.154320</td>\n","    </tr>\n","    <tr>\n","      <th>113</th>\n","      <td>113</td>\n","      <td>341263004860</td>\n","      <td>Passaic County Technical Institute</td>\n","      <td>Passaic County Vocational School District</td>\n","      <td>07470</td>\n","      <td>(973)790-6000</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>3429.0</td>\n","      <td>289.0</td>\n","      <td>11.9</td>\n","      <td>1663.0</td>\n","      <td>304.0</td>\n","      <td>45 REINHARDT ROAD, WAYNE, NJ</td>\n","      <td>45 REINHARDT ROAD, WAYNE, NJ</td>\n","      <td>40.931466</td>\n","      <td>-74.204267</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>114 rows × 19 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3a236684-ac75-4791-8431-73c17cbda4eb')\"\n","              title=\"Convert this dataframe to an 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Riley School 9   \n","4     341269004870                         Dale Avenue   \n","..             ...                                 ...   \n","109   341134003117                      UPLIFT Academy   \n","110   341134002206               Weequahic High School   \n","111   341134002208               West Side High School   \n","112   341134002368                Wilson Avenue School   \n","113   341263004860  Passaic County Technical Institute   \n","\n","                                      District  \\\n","0              Paterson Public School District   \n","1              Paterson Public School District   \n","2              Paterson Public School District   \n","3              Paterson Public School District   \n","4              Paterson Public School District   \n","..                                         ...   \n","109              Newark Public School District   \n","110              Newark Public School District   \n","111              Newark Public School District   \n","112              Newark Public School District   \n","113  Passaic County Vocational School District   \n","\n","                          HS_FullAddress     HS_Lat    HS_Long HS_ZIP  \\\n","0          660 14th Avenue, Paterson, NJ  40.917022 -74.149923  07504   \n","1        11 27 16TH AVENUE, PATERSON, NJ  40.916208 -74.166842  07501   \n","2        350 MARKET STREET, PATERSON, NJ  40.914211 -74.163861  07501   \n","3         6 TIMOTHY STREET, PATERSON, NJ  40.895381 -74.157852  07503   \n","4              21 Dale Ave, PATERSON, NJ  40.913956 -74.168631  07501   \n","..                                   ...        ...        ...    ...   \n","109            150 Newton St, NEWARK, NJ  40.737695 -74.189605  07103   \n","110       279 CHANCELLOR AVE, NEWARK, NJ  40.709304 -74.220042  07112   \n","111  403 South Orange Avenue, Newark, NJ  40.741702 -74.202375  07103   \n","112            19 WILSON AVE, NEWARK, NJ  40.727576 -74.154320  07108   \n","113         45 REINHARDT ROAD, WAYNE, NJ  40.931466 -74.204267  07470   \n","\n","             Phone  Charter  Magnet  Title1_School  Title1_SchoolWide  \\\n","0    (973)321-0660        0       9              0                  9   \n","1    (973)321-0320        0       9              1                  1   \n","2    (973)321-0570        0       9              1                  1   \n","3    (973)321-0090        0       9              1                  1   \n","4    (973)321-0410        0       9              1                  1   \n","..             ...      ...     ...            ...                ...   \n","109  (973)424-4391        0       9              1                  1   \n","110  (973)705-3923        0       9              1                  1   \n","111  (973)733-7019        0       9              1                  0   \n","112  (973)465-4910        0       9              1                  1   \n","113  (973)790-6000        0       9              1                  0   \n","\n","     NumStudents NumTeachers StudentTeacherRatio NumFreeLunch NumReducedLunch  \n","0           77.0          -1                   9         35.0             0.0  \n","1          525.0    34.00000          15.4000000        314.0            16.0  \n","2          126.0    26.00000           4.8000000         70.0             0.0  \n","3          736.0    65.00000          11.3000000        602.0            43.0  \n","4          243.0    30.00000           8.1000000        130.0             3.0  \n","..           ...         ...                 ...          ...             ...  \n","109          3.0          -1                   9            9               9  \n","110        385.0    37.00000          10.4000000    207.00000         9.00000  \n","111        620.0    44.00000          14.1000000    354.00000        35.00000  \n","112       1135.0    66.00000          17.2000000    772.00000        76.00000  \n","113       3429.0       289.0                11.9       1663.0           304.0  \n","\n","[114 rows x 17 columns]"],"text/html":["\n","  <div id=\"df-b06eb905-3607-445b-8420-555bdc48e594\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>NCES_SchoolID</th>\n","      <th>HS_SchoolName</th>\n","      <th>District</th>\n","      <th>HS_FullAddress</th>\n","      <th>HS_Lat</th>\n","      <th>HS_Long</th>\n","      <th>HS_ZIP</th>\n","      <th>Phone</th>\n","      <th>Charter</th>\n","      <th>Magnet</th>\n","      <th>Title1_School</th>\n","      <th>Title1_SchoolWide</th>\n","      <th>NumStudents</th>\n","      <th>NumTeachers</th>\n","      <th>StudentTeacherRatio</th>\n","      <th>NumFreeLunch</th>\n","      <th>NumReducedLunch</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>341269003473</td>\n","      <td>14# Avenue Early Learning Center</td>\n","      <td>Paterson Public School District</td>\n","      <td>660 14th Avenue, Paterson, NJ</td>\n","      <td>40.917022</td>\n","      <td>-74.149923</td>\n","      <td>07504</td>\n","      <td>(973)321-0660</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>77.0</td>\n","      <td>-1</td>\n","      <td>9</td>\n","      <td>35.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>341269000353</td>\n","      <td>Alexander Hamilton Academy</td>\n","      <td>Paterson Public School District</td>\n","      <td>11 27 16TH AVENUE, PATERSON, NJ</td>\n","      <td>40.916208</td>\n","      <td>-74.166842</td>\n","      <td>07501</td>\n","      <td>(973)321-0320</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>525.0</td>\n","      <td>34.00000</td>\n","      <td>15.4000000</td>\n","      <td>314.0</td>\n","      <td>16.0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>341269003111</td>\n","      <td>Alternative High School</td>\n","      <td>Paterson Public School District</td>\n","      <td>350 MARKET STREET, PATERSON, NJ</td>\n","      <td>40.914211</td>\n","      <td>-74.163861</td>\n","      <td>07501</td>\n","      <td>(973)321-0570</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>126.0</td>\n","      <td>26.00000</td>\n","      <td>4.8000000</td>\n","      <td>70.0</td>\n","      <td>0.0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>341269004890</td>\n","      <td>Charles J. Riley School 9</td>\n","      <td>Paterson Public School District</td>\n","      <td>6 TIMOTHY STREET, PATERSON, NJ</td>\n","      <td>40.895381</td>\n","      <td>-74.157852</td>\n","      <td>07503</td>\n","      <td>(973)321-0090</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>736.0</td>\n","      <td>65.00000</td>\n","      <td>11.3000000</td>\n","      <td>602.0</td>\n","      <td>43.0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>341269004870</td>\n","      <td>Dale Avenue</td>\n","      <td>Paterson Public School District</td>\n","      <td>21 Dale Ave, PATERSON, NJ</td>\n","      <td>40.913956</td>\n","      <td>-74.168631</td>\n","      <td>07501</td>\n","      <td>(973)321-0410</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>243.0</td>\n","      <td>30.00000</td>\n","      <td>8.1000000</td>\n","      <td>130.0</td>\n","      <td>3.0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>109</th>\n","      <td>341134003117</td>\n","      <td>UPLIFT Academy</td>\n","      <td>Newark Public School District</td>\n","      <td>150 Newton St, NEWARK, NJ</td>\n","      <td>40.737695</td>\n","      <td>-74.189605</td>\n","      <td>07103</td>\n","      <td>(973)424-4391</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>3.0</td>\n","      <td>-1</td>\n","      <td>9</td>\n","      <td>9</td>\n","      <td>9</td>\n","    </tr>\n","    <tr>\n","      <th>110</th>\n","      <td>341134002206</td>\n","      <td>Weequahic High School</td>\n","      <td>Newark Public School District</td>\n","      <td>279 CHANCELLOR AVE, NEWARK, NJ</td>\n","      <td>40.709304</td>\n","      <td>-74.220042</td>\n","      <td>07112</td>\n","      <td>(973)705-3923</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>385.0</td>\n","      <td>37.00000</td>\n","      <td>10.4000000</td>\n","      <td>207.00000</td>\n","      <td>9.00000</td>\n","    </tr>\n","    <tr>\n","      <th>111</th>\n","      <td>341134002208</td>\n","      <td>West Side High School</td>\n","      <td>Newark Public School District</td>\n","      <td>403 South Orange Avenue, Newark, NJ</td>\n","      <td>40.741702</td>\n","      <td>-74.202375</td>\n","      <td>07103</td>\n","      <td>(973)733-7019</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>620.0</td>\n","      <td>44.00000</td>\n","      <td>14.1000000</td>\n","      <td>354.00000</td>\n","      <td>35.00000</td>\n","    </tr>\n","    <tr>\n","      <th>112</th>\n","      <td>341134002368</td>\n","      <td>Wilson Avenue School</td>\n","      <td>Newark Public School District</td>\n","      <td>19 WILSON AVE, NEWARK, NJ</td>\n","      <td>40.727576</td>\n","      <td>-74.154320</td>\n","      <td>07108</td>\n","      <td>(973)465-4910</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1135.0</td>\n","      <td>66.00000</td>\n","      <td>17.2000000</td>\n","      <td>772.00000</td>\n","      <td>76.00000</td>\n","    </tr>\n","    <tr>\n","      <th>113</th>\n","      <td>341263004860</td>\n","      <td>Passaic County Technical Institute</td>\n","      <td>Passaic County Vocational School District</td>\n","      <td>45 REINHARDT ROAD, WAYNE, NJ</td>\n","      <td>40.931466</td>\n","      <td>-74.204267</td>\n","      <td>07470</td>\n","      <td>(973)790-6000</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>3429.0</td>\n","      <td>289.0</td>\n","      <td>11.9</td>\n","      <td>1663.0</td>\n","      <td>304.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>114 rows × 17 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b06eb905-3607-445b-8420-555bdc48e594')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 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Kennedy High School</font>"]},{"cell_type":"code","execution_count":21,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":23,"status":"ok","timestamp":1658871596026,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"ZQjZPQQYZg9b","outputId":"5c5358e6-4399-4be7-915a-3598999b183a"},"outputs":[{"output_type":"stream","name":"stdout","text":["{'NCES_SchoolID': 341269004864, 'HS_SchoolName': 'John F. Kennedy High School', 'District': 'Paterson Public School District', 'HS_FullAddress': '61-127 PREAKNESS AVENUE, PATERSON, NJ', 'HS_Lat': 40.9145333, 'HS_Long': -74.1872983, 'HS_ZIP': '07502', 'Phone': '(973)321-0500', 'Charter': 0, 'Magnet': 9, 'Title1_School': 1, 'Title1_SchoolWide': 0, 'NumStudents': 575.25, 'NumTeachers': 42.875, 'StudentTeacherRatio': 13.450000000000001, 'NumFreeLunch': 310.75, 'NumReducedLunch': 0.0}\n"]}],"source":["# Pass the JFK DataFrame and the Necessary Reference Values\n","jfk_info = get_academies_info(SecSchools[SecSchools.HS_FullAddress == \"61-127 PREAKNESS AVENUE, PATERSON, NJ\"],\n","                              ## (School of Architecture and Construction Trades)\n","                              341269003171,\n","                              ## Same Address for All Academies\n","                              \"61-127 PREAKNESS AVENUE, PATERSON, NJ\")\n","\n","jfk_dict = {\"NCES_SchoolID\": 341269004864,\n","            \"HS_SchoolName\": \"John F. Kennedy High School\",\n","            \"District\": jfk_info[0],\n","            \"HS_FullAddress\": jfk_info[1],\n","            \"HS_Lat\": jfk_info[2],\n","            \"HS_Long\": jfk_info[3],\n","            \"HS_ZIP\": jfk_info[4],\n","            \"Phone\": jfk_info[5],\n","            \"Charter\": jfk_info[6],\n","            \"Magnet\": jfk_info[7],\n","            \"Title1_School\": 1,\n","            \"Title1_SchoolWide\": 0,\n","            \"NumStudents\": jfk_info[8],\n","            \"NumTeachers\": jfk_info[9], \n","            \"StudentTeacherRatio\": jfk_info[10],\n","            \"NumFreeLunch\": jfk_info[11],\n","            \"NumReducedLunch\": jfk_info[12]}\n","\n","print(jfk_dict)\n","\n","SecSchools = SecSchools.append(jfk_dict, ignore_index=True)"]},{"cell_type":"markdown","metadata":{"id":"pV3fNJsFZpdX"},"source":["##### <font color=mediumorchid>Create a Row for Eastside High School</font>"]},{"cell_type":"code","execution_count":22,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":309,"status":"ok","timestamp":1658871596317,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"Ee37DHaTZtuz","outputId":"e249449d-2fdc-4b07-97dd-09ed5c54a597"},"outputs":[{"output_type":"stream","name":"stdout","text":["{'NCES_SchoolID': 341269004866, 'HS_SchoolName': 'Eastside High School', 'District': 'Paterson Public School District', 'HS_FullAddress': '150 PARK AVENUE, PATERSON, NJ', 'HS_Lat': 40.9143052, 'HS_Long': -74.15987, 'HS_ZIP': '07501', 'Phone': '(973)321-2489', 'Charter': 0, 'Magnet': 9, 'Title1_School': 1, 'Title1_SchoolWide': 0, 'NumStudents': 668.3333333333334, 'NumTeachers': 49.0, 'StudentTeacherRatio': 13.633333333333333, 'NumFreeLunch': 361.0, 'NumReducedLunch': 2.6666666666666665}\n"]}],"source":["# Pass the Eastside DataFrame and the Necessary Reference Values\n","eastside_info = get_academies_info(SecSchools[SecSchools.HS_FullAddress == \"150 PARK AVENUE, PATERSON, NJ\"],\n","                              ## (School Of Culinary Arts Hospitality and Tourism)\n","                              341269003103,\n","                              ## Same Address for All Academies\n","                              \"150 PARK AVENUE, PATERSON, NJ\")\n","\n","eastside_dict = {\"NCES_SchoolID\": 341269004866, \n","                 \"HS_SchoolName\": \"Eastside High School\",\n","                 \"District\" : eastside_info[0],\n","                 \"HS_FullAddress\": eastside_info[1],\n","                 \"HS_Lat\": eastside_info[2],\n","                 \"HS_Long\": eastside_info[3],\n","                 \"HS_ZIP\": eastside_info[4],\n","                 \"Phone\":  eastside_info[5],\n","                 \"Charter\": eastside_info[6],\n","                 \"Magnet\": eastside_info[7],\n","                 \"Title1_School\": 1,\n","                 \"Title1_SchoolWide\": 0,\n","                 \"NumStudents\": eastside_info[8],\n","                 \"NumTeachers\": eastside_info[9], \n","                 \"StudentTeacherRatio\": eastside_info[10],\n","                 \"NumFreeLunch\": eastside_info[11],\n","                 \"NumReducedLunch\": eastside_info[12]}\n","\n","print(eastside_dict)\n","\n","SecSchools = SecSchools.append(eastside_dict, ignore_index=True)"]},{"cell_type":"code","execution_count":23,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":24,"status":"ok","timestamp":1658871596319,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"GcDUVvlPZ1WJ","outputId":"eeb215a4-ddfa-46e2-d3fb-46ef6d9da2d9"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["     NCES_SchoolID                       HS_SchoolName  \\\n","0     341269003473    14# Avenue Early Learning Center   \n","1     341269000353          Alexander Hamilton Academy   \n","2     341269003111             Alternative High School   \n","3     341269004890           Charles J. Riley School 9   \n","4     341269004870                         Dale Avenue   \n","..             ...                                 ...   \n","111   341134002208               West Side High School   \n","112   341134002368                Wilson Avenue School   \n","113   341263004860  Passaic County Technical Institute   \n","114   341269004864         John F. Kennedy High School   \n","115   341269004866                Eastside High School   \n","\n","                                      District  \\\n","0              Paterson Public School District   \n","1              Paterson Public School District   \n","2              Paterson Public School District   \n","3              Paterson Public School District   \n","4              Paterson Public School District   \n","..                                         ...   \n","111              Newark Public School District   \n","112              Newark Public School District   \n","113  Passaic County Vocational School District   \n","114            Paterson Public School District   \n","115            Paterson Public School District   \n","\n","                            HS_FullAddress     HS_Lat    HS_Long HS_ZIP  \\\n","0            660 14th Avenue, Paterson, NJ  40.917022 -74.149923  07504   \n","1          11 27 16TH AVENUE, PATERSON, NJ  40.916208 -74.166842  07501   \n","2          350 MARKET STREET, PATERSON, NJ  40.914211 -74.163861  07501   \n","3           6 TIMOTHY STREET, PATERSON, NJ  40.895381 -74.157852  07503   \n","4                21 Dale Ave, PATERSON, NJ  40.913956 -74.168631  07501   \n","..                                     ...        ...        ...    ...   \n","111    403 South Orange Avenue, Newark, NJ  40.741702 -74.202375  07103   \n","112              19 WILSON AVE, NEWARK, NJ  40.727576 -74.154320  07108   \n","113           45 REINHARDT ROAD, WAYNE, NJ  40.931466 -74.204267  07470   \n","114  61-127 PREAKNESS AVENUE, PATERSON, NJ  40.914533 -74.187298  07502   \n","115          150 PARK AVENUE, PATERSON, NJ  40.914305 -74.159870  07501   \n","\n","             Phone  Charter  Magnet  Title1_School  Title1_SchoolWide  \\\n","0    (973)321-0660        0       9              0                  9   \n","1    (973)321-0320        0       9              1                  1   \n","2    (973)321-0570        0       9              1                  1   \n","3    (973)321-0090        0       9              1                  1   \n","4    (973)321-0410        0       9              1                  1   \n","..             ...      ...     ...            ...                ...   \n","111  (973)733-7019        0       9              1                  0   \n","112  (973)465-4910        0       9              1                  1   \n","113  (973)790-6000        0       9              1                  0   \n","114  (973)321-0500        0       9              1                  0   \n","115  (973)321-2489        0       9              1                  0   \n","\n","     NumStudents  NumTeachers  StudentTeacherRatio  NumFreeLunch  \\\n","0      77.000000       -1.000             9.000000         35.00   \n","1     525.000000       34.000            15.400000        314.00   \n","2     126.000000       26.000             4.800000         70.00   \n","3     736.000000       65.000            11.300000        602.00   \n","4     243.000000       30.000             8.100000        130.00   \n","..           ...          ...                  ...           ...   \n","111   620.000000       44.000            14.100000        354.00   \n","112  1135.000000       66.000            17.200000        772.00   \n","113  3429.000000      289.000            11.900000       1663.00   \n","114   575.250000       42.875            13.450000        310.75   \n","115   668.333333       49.000            13.633333        361.00   \n","\n","     NumReducedLunch  \n","0           0.000000  \n","1          16.000000  \n","2           0.000000  \n","3          43.000000  \n","4           3.000000  \n","..               ...  \n","111        35.000000  \n","112        76.000000  \n","113       304.000000  \n","114         0.000000  \n","115         2.666667  \n","\n","[116 rows x 17 columns]"],"text/html":["\n","  <div id=\"df-290d945a-07ce-48ac-8b41-9c56a14271c3\">\n","    <div class=\"colab-df-container\">\n","      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<th>0</th>\n","      <td>341269003473</td>\n","      <td>14# Avenue Early Learning Center</td>\n","      <td>Paterson Public School District</td>\n","      <td>660 14th Avenue, Paterson, NJ</td>\n","      <td>40.917022</td>\n","      <td>-74.149923</td>\n","      <td>07504</td>\n","      <td>(973)321-0660</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>77.000000</td>\n","      <td>-1.000</td>\n","      <td>9.000000</td>\n","      <td>35.00</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>341269000353</td>\n","      <td>Alexander Hamilton Academy</td>\n","      <td>Paterson Public School District</td>\n","      <td>11 27 16TH AVENUE, PATERSON, NJ</td>\n","      <td>40.916208</td>\n","      <td>-74.166842</td>\n","      <td>07501</td>\n","      <td>(973)321-0320</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>525.000000</td>\n","      <td>34.000</td>\n","      <td>15.400000</td>\n","      <td>314.00</td>\n","      <td>16.000000</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>341269003111</td>\n","      <td>Alternative High School</td>\n","      <td>Paterson Public School District</td>\n","      <td>350 MARKET STREET, PATERSON, NJ</td>\n","      <td>40.914211</td>\n","      <td>-74.163861</td>\n","      <td>07501</td>\n","      <td>(973)321-0570</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>126.000000</td>\n","      <td>26.000</td>\n","      <td>4.800000</td>\n","      <td>70.00</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>341269004890</td>\n","      <td>Charles J. Riley School 9</td>\n","      <td>Paterson Public School District</td>\n","      <td>6 TIMOTHY STREET, PATERSON, NJ</td>\n","      <td>40.895381</td>\n","      <td>-74.157852</td>\n","      <td>07503</td>\n","      <td>(973)321-0090</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>736.000000</td>\n","      <td>65.000</td>\n","      <td>11.300000</td>\n","      <td>602.00</td>\n","      <td>43.000000</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>341269004870</td>\n","      <td>Dale Avenue</td>\n","      <td>Paterson Public School District</td>\n","      <td>21 Dale Ave, PATERSON, NJ</td>\n","      <td>40.913956</td>\n","      <td>-74.168631</td>\n","      <td>07501</td>\n","      <td>(973)321-0410</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>243.000000</td>\n","      <td>30.000</td>\n","      <td>8.100000</td>\n","      <td>130.00</td>\n","      <td>3.000000</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>111</th>\n","      <td>341134002208</td>\n","      <td>West Side High School</td>\n","      <td>Newark Public School District</td>\n","      <td>403 South Orange Avenue, Newark, NJ</td>\n","      <td>40.741702</td>\n","      <td>-74.202375</td>\n","      <td>07103</td>\n","      <td>(973)733-7019</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>620.000000</td>\n","      <td>44.000</td>\n","      <td>14.100000</td>\n","      <td>354.00</td>\n","      <td>35.000000</td>\n","    </tr>\n","    <tr>\n","      <th>112</th>\n","      <td>341134002368</td>\n","      <td>Wilson Avenue School</td>\n","      <td>Newark Public School District</td>\n","      <td>19 WILSON AVE, NEWARK, NJ</td>\n","      <td>40.727576</td>\n","      <td>-74.154320</td>\n","      <td>07108</td>\n","      <td>(973)465-4910</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>1135.000000</td>\n","      <td>66.000</td>\n","      <td>17.200000</td>\n","      <td>772.00</td>\n","      <td>76.000000</td>\n","    </tr>\n","    <tr>\n","      <th>113</th>\n","      <td>341263004860</td>\n","      <td>Passaic County Technical Institute</td>\n","      <td>Passaic County Vocational School District</td>\n","      <td>45 REINHARDT ROAD, WAYNE, NJ</td>\n","      <td>40.931466</td>\n","      <td>-74.204267</td>\n","      <td>07470</td>\n","      <td>(973)790-6000</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>3429.000000</td>\n","      <td>289.000</td>\n","      <td>11.900000</td>\n","      <td>1663.00</td>\n","      <td>304.000000</td>\n","    </tr>\n","    <tr>\n","      <th>114</th>\n","      <td>341269004864</td>\n","      <td>John F. Kennedy High School</td>\n","      <td>Paterson Public School District</td>\n","      <td>61-127 PREAKNESS AVENUE, PATERSON, NJ</td>\n","      <td>40.914533</td>\n","      <td>-74.187298</td>\n","      <td>07502</td>\n","      <td>(973)321-0500</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>575.250000</td>\n","      <td>42.875</td>\n","      <td>13.450000</td>\n","      <td>310.75</td>\n","      <td>0.000000</td>\n","    </tr>\n","    <tr>\n","      <th>115</th>\n","      <td>341269004866</td>\n","      <td>Eastside High School</td>\n","      <td>Paterson Public School District</td>\n","      <td>150 PARK AVENUE, PATERSON, NJ</td>\n","      <td>40.914305</td>\n","      <td>-74.159870</td>\n","      <td>07501</td>\n","      <td>(973)321-2489</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>668.333333</td>\n","      <td>49.000</td>\n","      <td>13.633333</td>\n","      <td>361.00</td>\n","      <td>2.666667</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>116 rows × 17 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-290d945a-07ce-48ac-8b41-9c56a14271c3')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      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","    }\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","        const buttonEl =\n","          document.querySelector('#df-290d945a-07ce-48ac-8b41-9c56a14271c3 button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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Barca","userId":"07002218744542087387"},"user_tz":240},"id":"QDHtVZc8bIIY"},"outputs":[],"source":["UB_SecSchools = pd.merge(UB_df, SecSchools, how=\"left\", left_on=\"HS_SchoolID\", right_on=\"NCES_SchoolID\")"]},{"cell_type":"markdown","metadata":{"id":"E3ZZA6xF9SzJ"},"source":["##### <font color=darkturquoise>*Check for Missing Values*</font>"]},{"cell_type":"code","execution_count":25,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":21,"status":"ok","timestamp":1658871596321,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"_7C53yhBbYZY","outputId":"cfc5c4a5-ec07-4c4b-ae49-6abcabf62afd"},"outputs":[{"output_type":"stream","name":"stdout","text":["Size of DataFrame:  (147, 68)\n","Size of DataFrame after Dropping Null Values:  (147, 68)\n"]}],"source":["print(\"Size of DataFrame: \", UB_SecSchools.shape)\n","print(\"Size of DataFrame after Dropping Null Values: \", UB_SecSchools.dropna().shape)"]},{"cell_type":"code","execution_count":26,"metadata":{"executionInfo":{"elapsed":15,"status":"ok","timestamp":1658871596322,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"acA0opMRbjNy"},"outputs":[],"source":["# Remove the NCES_SchoolID Column\n","## This is No Longer Needed and is Redundant with HS_SchoolID\n","UB_SecSchools.drop(\"NCES_SchoolID\", axis=1, inplace=True)"]},{"cell_type":"markdown","metadata":{"id":"y_44bBjr9wrE"},"source":["#### <font color=darkviolet>Department of Education (DOE) Data</font>"]},{"cell_type":"code","execution_count":27,"metadata":{"id":"oLbykZOd90bH","executionInfo":{"status":"ok","timestamp":1658871596323,"user_tz":240,"elapsed":15,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Column Names in the Files\n","student_group_columns = [\"SchoolName\", \"Female\", \"Male\", \"Economically Disadvantaged Students\", \"Students with Disabilities\", \n","                         \"English Learners\", \"Homeless Students\", \"Students in Foster Care\"]\n","\n","racial_group_columns = [\"SchoolName\", \"White\", \"Hispanic\", \"Black or African American\", \"Asian\",\n","                        \"Native Hawaiian or Pacific Islander\", \"American Indian or Alaska Native\"]\n","\n","# Column Name Revisions\n","new_doe_column_names = {\"Female\": \"%_Female\", \n","                        \"Male\": \"%_Male\", \n","                        \"Economically Disadvantaged Students\": \"%_EconomDisadv\", \n","                        \"Students with Disabilities\": \"%_w/Disabilities\", \n","                        \"English Learners\": \"%_ELL\", \n","                        \"Homeless Students\": \"%_Homeless\", \n","                        \"Students in Foster Care\": \"%_FosterCare\",\n","                        \"White\": \"%_White\", \n","                        \"Hispanic\": \"%_Hispanic\", \n","                        \"Black or African American\": \"%_Black\", \n","                        \"Asian\": \"%_Asian\",\n","                        \"Native Hawaiian or Pacific Islander\": \"%_Hawaiian\", \n","                        \"American Indian or Alaska Native\": \"%_AmericanIndian\"}"]},{"cell_type":"code","execution_count":28,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":537},"executionInfo":{"elapsed":5119,"status":"ok","timestamp":1658871601428,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"snD9ZO0A93Bd","outputId":"e2358581-5d20-4b19-c6ac-f7f8bae2284a"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                  SchoolName Female  Male  \\\n","0                             Emma C Attales     48    52   \n","1                             H Ashton Marsh   49.5  50.5   \n","2                  Atlantic City High School     45    55   \n","3                    Sovereign Avenue School     51    49   \n","4                     Chelsea Heights School     49    51   \n","...                                      ...    ...   ...   \n","2504       Union County TEAMS Charter School   55.5  44.5   \n","2505                    Unity Charter School     46  53.5   \n","2506  University Academy Charter High School   55.5  44.5   \n","2507       University Heights Charter School   49.5  50.5   \n","2508              The Village Charter School   53.5  46.5   \n","\n","     Economically Disadvantaged Students Students with Disabilities  \\\n","0                                   48.2                       12.2   \n","1                                   45.9                       17.2   \n","2                                   77.3                         16   \n","3                                   94.3                       14.9   \n","4                                     91                        7.5   \n","...                                  ...                        ...   \n","2504                                93.7                          7   \n","2505                                  14                       20.3   \n","2506                                  69                       17.3   \n","2507                                98.8                        8.7   \n","2508                                82.6                        7.6   \n","\n","     English Learners Homeless Students Students in Foster Care  \n","0                 5.4               0.8                     0.5  \n","1                 8.6               0.2                     0.9  \n","2                 9.7               1.7                     0.3  \n","3                22.1               1.2                     0.3  \n","4                 9.6               0.5                       0  \n","...               ...               ...                     ...  \n","2504              3.7               5.2                       0  \n","2505              1.3                 0                       0  \n","2506                0                 0                     0.2  \n","2507              4.9                 0                     0.3  \n","2508                0                 0                     0.3  \n","\n","[2509 rows x 8 columns]"],"text/html":["\n","  <div id=\"df-be9dc636-7bd2-4e63-b048-19ddcc8588b6\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>SchoolName</th>\n","      <th>Female</th>\n","      <th>Male</th>\n","      <th>Economically Disadvantaged Students</th>\n","      <th>Students with Disabilities</th>\n","      <th>English Learners</th>\n","      <th>Homeless Students</th>\n","      <th>Students in Foster Care</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Emma C Attales</td>\n","      <td>48</td>\n","      <td>52</td>\n","      <td>48.2</td>\n","      <td>12.2</td>\n","      <td>5.4</td>\n","      <td>0.8</td>\n","      <td>0.5</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>H Ashton Marsh</td>\n","      <td>49.5</td>\n","      <td>50.5</td>\n","      <td>45.9</td>\n","      <td>17.2</td>\n","      <td>8.6</td>\n","      <td>0.2</td>\n","      <td>0.9</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Atlantic City High School</td>\n","      <td>45</td>\n","      <td>55</td>\n","      <td>77.3</td>\n","      <td>16</td>\n","      <td>9.7</td>\n","      <td>1.7</td>\n","      <td>0.3</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Sovereign Avenue School</td>\n","      <td>51</td>\n","      <td>49</td>\n","      <td>94.3</td>\n","      <td>14.9</td>\n","      <td>22.1</td>\n","      <td>1.2</td>\n","      <td>0.3</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Chelsea Heights School</td>\n","      <td>49</td>\n","      <td>51</td>\n","      <td>91</td>\n","      <td>7.5</td>\n","      <td>9.6</td>\n","      <td>0.5</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>2504</th>\n","      <td>Union County TEAMS Charter School</td>\n","      <td>55.5</td>\n","      <td>44.5</td>\n","      <td>93.7</td>\n","      <td>7</td>\n","      <td>3.7</td>\n","      <td>5.2</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2505</th>\n","      <td>Unity Charter School</td>\n","      <td>46</td>\n","      <td>53.5</td>\n","      <td>14</td>\n","      <td>20.3</td>\n","      <td>1.3</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2506</th>\n","      <td>University Academy Charter High School</td>\n","      <td>55.5</td>\n","      <td>44.5</td>\n","      <td>69</td>\n","      <td>17.3</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.2</td>\n","    </tr>\n","    <tr>\n","      <th>2507</th>\n","      <td>University Heights Charter School</td>\n","      <td>49.5</td>\n","      <td>50.5</td>\n","      <td>98.8</td>\n","      <td>8.7</td>\n","      <td>4.9</td>\n","      <td>0</td>\n","      <td>0.3</td>\n","    </tr>\n","    <tr>\n","      <th>2508</th>\n","      <td>The Village Charter School</td>\n","      <td>53.5</td>\n","      <td>46.5</td>\n","      <td>82.6</td>\n","      <td>7.6</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.3</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>2509 rows × 8 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usecols=student_group_columns)\n","DOEData_StudentGroup"]},{"cell_type":"code","execution_count":29,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":520},"executionInfo":{"elapsed":1656,"status":"ok","timestamp":1658871603074,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"N324g-19-Avh","outputId":"f1d3fc33-e746-4ca7-9b4b-49d40c5a44f7"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                  SchoolName White Hispanic  \\\n","0                             Emma C Attales  50.3     23.1   \n","1                             H Ashton Marsh  53.4     20.8   \n","2                  Atlantic City High School  12.6       37   \n","3                    Sovereign Avenue School   1.9     69.3   \n","4                     Chelsea Heights School   3.9     48.6   \n","...                                      ...   ...      ...   \n","2504       Union County TEAMS Charter School   0.3     37.9   \n","2505                    Unity Charter School  52.1     11.9   \n","2506  University Academy Charter High School   3.5       30   \n","2507       University Heights Charter School     0     16.8   \n","2508              The Village Charter School   1.1      3.7   \n","\n","     Black or African American Asian Native Hawaiian or Pacific Islander  \\\n","0                         16.3   4.1                                   0   \n","1                         13.7   7.3                                 0.2   \n","2                           27  21.6                                 1.2   \n","3                          4.8    22                                 1.4   \n","4                         17.8  27.4                                 0.5   \n","...                        ...   ...                                 ...   \n","2504                      60.8     1                                   0   \n","2505                      14.8    14                                   0   \n","2506                      57.2   9.2                                   0   \n","2507                      82.9   0.1                                   0   \n","2508                      95.2     0                                   0   \n","\n","     American Indian or Alaska Native  \n","0                                   0  \n","1                                   0  \n","2                                   0  \n","3                                   0  \n","4                                 0.3  \n","...                               ...  \n","2504                                0  \n","2505                                0  \n","2506                                0  \n","2507                                0  \n","2508                                0  \n","\n","[2509 rows x 7 columns]"],"text/html":["\n","  <div id=\"df-698f12d6-1c16-4241-95a8-3e6f7dc076e3\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr 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  <td>13.7</td>\n","      <td>7.3</td>\n","      <td>0.2</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Atlantic City High School</td>\n","      <td>12.6</td>\n","      <td>37</td>\n","      <td>27</td>\n","      <td>21.6</td>\n","      <td>1.2</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Sovereign Avenue School</td>\n","      <td>1.9</td>\n","      <td>69.3</td>\n","      <td>4.8</td>\n","      <td>22</td>\n","      <td>1.4</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Chelsea Heights School</td>\n","      <td>3.9</td>\n","      <td>48.6</td>\n","      <td>17.8</td>\n","      <td>27.4</td>\n","      <td>0.5</td>\n","      <td>0.3</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","    </tr>\n","    <tr>\n","      <th>2504</th>\n","      <td>Union County TEAMS Charter School</td>\n","      <td>0.3</td>\n","      <td>37.9</td>\n","      <td>60.8</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2505</th>\n","      <td>Unity Charter School</td>\n","      <td>52.1</td>\n","      <td>11.9</td>\n","      <td>14.8</td>\n","      <td>14</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2506</th>\n","      <td>University Academy Charter High School</td>\n","      <td>3.5</td>\n","      <td>30</td>\n","      <td>57.2</td>\n","      <td>9.2</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2507</th>\n","      <td>University Heights Charter School</td>\n","      <td>0</td>\n","      <td>16.8</td>\n","      <td>82.9</td>\n","      <td>0.1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2508</th>\n","      <td>The Village Charter School</td>\n","      <td>1.1</td>\n","      <td>3.7</td>\n","      <td>95.2</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>2509 rows × 7 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-698f12d6-1c16-4241-95a8-3e6f7dc076e3')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 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color=darkturquoise>*Combine the Two Sheets of Information*</font>"]},{"cell_type":"code","execution_count":30,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":884},"executionInfo":{"elapsed":26,"status":"ok","timestamp":1658871603075,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"3bWrE4Vn-G-a","outputId":"9bf2afe1-987f-4d20-de07-f24749b5a776"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                  SchoolName Female  Male  \\\n","0                             Emma C Attales     48    52   \n","1                             H Ashton Marsh   49.5  50.5   \n","2                  Atlantic City High School     45    55   \n","3                    Sovereign Avenue School     51    49   \n","4                     Chelsea Heights School     49    51   \n","...                                      ...    ...   ...   \n","3372       Union County TEAMS Charter School   55.5  44.5   \n","3373                    Unity Charter School     46  53.5   \n","3374  University Academy Charter High School   55.5  44.5   \n","3375       University Heights Charter School   49.5  50.5   \n","3376              The Village Charter School   53.5  46.5   \n","\n","     Economically Disadvantaged Students Students with Disabilities  \\\n","0                                   48.2                       12.2   \n","1                                   45.9                       17.2   \n","2                                   77.3                         16   \n","3                                   94.3                       14.9   \n","4                                     91                        7.5   \n","...                                  ...                        ...   \n","3372                                93.7                          7   \n","3373                                  14                       20.3   \n","3374                                  69                       17.3   \n","3375                                98.8                        8.7   \n","3376                                82.6                        7.6   \n","\n","     English Learners Homeless Students Students in Foster Care White  \\\n","0                 5.4               0.8                     0.5  50.3   \n","1                 8.6               0.2                     0.9  53.4   \n","2                 9.7               1.7                     0.3  12.6   \n","3                22.1               1.2                     0.3   1.9   \n","4                 9.6               0.5                       0   3.9   \n","...               ...               ...                     ...   ...   \n","3372              3.7               5.2                       0   0.3   \n","3373              1.3                 0                       0  52.1   \n","3374                0                 0                     0.2   3.5   \n","3375              4.9                 0                     0.3     0   \n","3376                0                 0                     0.3   1.1   \n","\n","     Hispanic Black or African American Asian  \\\n","0        23.1                      16.3   4.1   \n","1        20.8                      13.7   7.3   \n","2          37                        27  21.6   \n","3        69.3                       4.8    22   \n","4        48.6                      17.8  27.4   \n","...       ...                       ...   ...   \n","3372     37.9                      60.8     1   \n","3373     11.9                      14.8    14   \n","3374       30                      57.2   9.2   \n","3375     16.8                      82.9   0.1   \n","3376      3.7                      95.2     0   \n","\n","     Native Hawaiian or Pacific Islander American Indian or Alaska Native  \n","0                                      0                                0  \n","1                                    0.2                                0  \n","2                                    1.2                                0  \n","3                                    1.4                                0  \n","4                                    0.5                              0.3  \n","...                                  ...                              ...  \n","3372                                   0                                0  \n","3373                                   0                                0  \n","3374                                   0                                0  \n","3375                                   0                                0  \n","3376                                   0                                0  \n","\n","[3377 rows x 14 columns]"],"text/html":["\n","  <div id=\"df-e08b5b03-b580-4ffb-8ec9-8237d2651e6c\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    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<td>12.2</td>\n","      <td>5.4</td>\n","      <td>0.8</td>\n","      <td>0.5</td>\n","      <td>50.3</td>\n","      <td>23.1</td>\n","      <td>16.3</td>\n","      <td>4.1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>H Ashton Marsh</td>\n","      <td>49.5</td>\n","      <td>50.5</td>\n","      <td>45.9</td>\n","      <td>17.2</td>\n","      <td>8.6</td>\n","      <td>0.2</td>\n","      <td>0.9</td>\n","      <td>53.4</td>\n","      <td>20.8</td>\n","      <td>13.7</td>\n","      <td>7.3</td>\n","      <td>0.2</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Atlantic City High School</td>\n","      <td>45</td>\n","      <td>55</td>\n","      <td>77.3</td>\n","      <td>16</td>\n","      <td>9.7</td>\n","      <td>1.7</td>\n","      <td>0.3</td>\n","      <td>12.6</td>\n","      <td>37</td>\n","      <td>27</td>\n","      <td>21.6</td>\n","      <td>1.2</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Sovereign Avenue School</td>\n","      <td>51</td>\n","      <td>49</td>\n","      <td>94.3</td>\n","      <td>14.9</td>\n","      <td>22.1</td>\n","      <td>1.2</td>\n","      <td>0.3</td>\n","      <td>1.9</td>\n","      <td>69.3</td>\n","      <td>4.8</td>\n","      <td>22</td>\n","      <td>1.4</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Chelsea Heights School</td>\n","      <td>49</td>\n","      <td>51</td>\n","      <td>91</td>\n","      <td>7.5</td>\n","      <td>9.6</td>\n","      <td>0.5</td>\n","      <td>0</td>\n","      <td>3.9</td>\n","      <td>48.6</td>\n","      <td>17.8</td>\n","      <td>27.4</td>\n","      <td>0.5</td>\n","      <td>0.3</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","      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<td>University Academy Charter High School</td>\n","      <td>55.5</td>\n","      <td>44.5</td>\n","      <td>69</td>\n","      <td>17.3</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.2</td>\n","      <td>3.5</td>\n","      <td>30</td>\n","      <td>57.2</td>\n","      <td>9.2</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3375</th>\n","      <td>University Heights Charter School</td>\n","      <td>49.5</td>\n","      <td>50.5</td>\n","      <td>98.8</td>\n","      <td>8.7</td>\n","      <td>4.9</td>\n","      <td>0</td>\n","      <td>0.3</td>\n","      <td>0</td>\n","      <td>16.8</td>\n","      <td>82.9</td>\n","      <td>0.1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3376</th>\n","      <td>The Village Charter School</td>\n","      <td>53.5</td>\n","      <td>46.5</td>\n","      <td>82.6</td>\n","      <td>7.6</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.3</td>\n","      <td>1.1</td>\n","      <td>3.7</td>\n","      <td>95.2</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>3377 rows × 14 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e08b5b03-b580-4ffb-8ec9-8237d2651e6c')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 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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":30}],"source":["DOE_Data = pd.merge(DOEData_StudentGroup, DOEData_RacialEthnic, how=\"inner\", on=\"SchoolName\")\n","DOE_Data"]},{"cell_type":"markdown","metadata":{"id":"ktQQwu5P-nzf"},"source":["##### <font color=darkturquoise>*Modify the Format of Columns, as Needed*</font>"]},{"cell_type":"code","execution_count":31,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":852},"executionInfo":{"elapsed":24,"status":"ok","timestamp":1658871603076,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"oiENbH4z-qLQ","outputId":"2061f2f9-c90a-421c-b7ec-5fab976ca1b3"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                  SchoolName %_Female %_Male %_EconomDisadv  \\\n","0                             Emma C Attales       48     52           48.2   \n","1                             H Ashton Marsh     49.5   50.5           45.9   \n","2                  Atlantic City High School       45     55           77.3   \n","3                    Sovereign Avenue School       51     49           94.3   \n","4                     Chelsea Heights School       49     51             91   \n","...                                      ...      ...    ...            ...   \n","3372       Union County TEAMS Charter School     55.5   44.5           93.7   \n","3373                    Unity Charter School       46   53.5             14   \n","3374  University Academy Charter High School     55.5   44.5             69   \n","3375       University Heights Charter School     49.5   50.5           98.8   \n","3376              The Village Charter School     53.5   46.5           82.6   \n","\n","     %_w/Disabilities %_ELL %_Homeless %_FosterCare %_White %_Hispanic  \\\n","0                12.2   5.4        0.8          0.5    50.3       23.1   \n","1                17.2   8.6        0.2          0.9    53.4       20.8   \n","2                  16   9.7        1.7          0.3    12.6         37   \n","3                14.9  22.1        1.2          0.3     1.9       69.3   \n","4                 7.5   9.6        0.5            0     3.9       48.6   \n","...               ...   ...        ...          ...     ...        ...   \n","3372                7   3.7        5.2            0     0.3       37.9   \n","3373             20.3   1.3          0            0    52.1       11.9   \n","3374             17.3     0          0          0.2     3.5         30   \n","3375              8.7   4.9          0          0.3       0       16.8   \n","3376              7.6     0          0          0.3     1.1        3.7   \n","\n","     %_Black %_Asian %_Hawaiian %_AmericanIndian  \n","0       16.3     4.1          0                0  \n","1       13.7     7.3        0.2                0  \n","2         27    21.6        1.2                0  \n","3        4.8      22        1.4                0  \n","4       17.8    27.4        0.5              0.3  \n","...      ...     ...        ...              ...  \n","3372    60.8       1          0                0  \n","3373    14.8      14          0                0  \n","3374    57.2     9.2          0                0  \n","3375    82.9     0.1          0                0  \n","3376    95.2       0          0                0  \n","\n","[3377 rows x 14 columns]"],"text/html":["\n","  <div id=\"df-9da25acb-b262-48ce-a319-b6f2760844ec\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>SchoolName</th>\n","      <th>%_Female</th>\n","      <th>%_Male</th>\n","      <th>%_EconomDisadv</th>\n","      <th>%_w/Disabilities</th>\n","      <th>%_ELL</th>\n","      <th>%_Homeless</th>\n","      <th>%_FosterCare</th>\n","      <th>%_White</th>\n","      <th>%_Hispanic</th>\n","      <th>%_Black</th>\n","      <th>%_Asian</th>\n","      <th>%_Hawaiian</th>\n","      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<th>3376</th>\n","      <td>The Village Charter School</td>\n","      <td>53.5</td>\n","      <td>46.5</td>\n","      <td>82.6</td>\n","      <td>7.6</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0.3</td>\n","      <td>1.1</td>\n","      <td>3.7</td>\n","      <td>95.2</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>3377 rows × 14 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9da25acb-b262-48ce-a319-b6f2760844ec')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 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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":31}],"source":["# Rename the Columns\n","DOE_Data.rename(columns=new_doe_column_names, inplace=True)\n","DOE_Data"]},{"cell_type":"markdown","metadata":{"id":"8oep4FFw-w64"},"source":["#### <font color=darkorange>Merge with `UB_SecSchools`</font>"]},{"cell_type":"code","execution_count":32,"metadata":{"executionInfo":{"elapsed":24,"status":"ok","timestamp":1658871603078,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"Jx6RKVWw-yqx"},"outputs":[],"source":["UB_SecSchools_wDOE = pd.merge(UB_SecSchools, DOE_Data, how=\"left\", left_on=\"HS_SchoolName\", right_on=\"SchoolName\")"]},{"cell_type":"markdown","metadata":{"id":"u-XmRJ7H-5LN"},"source":["##### <font color=darkturquoise>*Check for Missing Values*</font>"]},{"cell_type":"code","execution_count":33,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":24,"status":"ok","timestamp":1658871603079,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"Dx58ohwO-66G","outputId":"154db3a6-2164-4c0b-b7d8-742dfe27e840"},"outputs":[{"output_type":"stream","name":"stdout","text":["Size of DataFrame:  (147, 81)\n","Size of DataFrame after Dropping Null Values:  (147, 81)\n"]}],"source":["print(\"Size of DataFrame: \", UB_SecSchools_wDOE.shape)\n","print(\"Size of DataFrame after Dropping Null Values: \", UB_SecSchools_wDOE.dropna().shape)"]},{"cell_type":"code","execution_count":34,"metadata":{"executionInfo":{"elapsed":20,"status":"ok","timestamp":1658871603080,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"2eMEZmPy-9Hd"},"outputs":[],"source":["# Remove the SchoolName Column\n","## This is No Longer Needed and is Redundant with HS_SchoolName\n","UB_SecSchools_wDOE.drop(\"SchoolName\", axis=1, inplace=True)"]},{"cell_type":"markdown","metadata":{"id":"ka2EQWd7cumZ"},"source":["#### <font color=darkviolet>College Information</font>"]},{"cell_type":"code","execution_count":35,"metadata":{"id":"iww9iGfydFu8","executionInfo":{"status":"ok","timestamp":1658871603081,"user_tz":240,"elapsed":20,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Column Names in the File\n","college_file_columns = [\"SchoolCode\", \"SchoolName\", \"Address\", \"City\", \"StateCode\", \"ZipCode\"]\n","\n","\n","# Column Name Revisions\n","new_college_column_names = {\"SchoolCode\": \"PS_SchoolCode\", \n","                            \"SchoolName\": \"PS_SchoolName\", \n","                            \"Address\": \"PS_Address\",\n","                            \"City\": \"PS_City\",\n","                            \"StateCode\": \"PS_State\", \n","                            \"ZipCode\": \"PS_ZIP\"}"]},{"cell_type":"markdown","metadata":{"id":"40Au3GPy_n43"},"source":["##### <font color=mediumorchid>Federal School Codes</font>"]},{"cell_type":"code","execution_count":36,"metadata":{"id":"X6f_9YfjdMl6","executionInfo":{"status":"ok","timestamp":1658871605544,"user_tz":240,"elapsed":2482,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Read in the File\n","colleges = pd.read_excel(\"/content/drive/MyDrive/Thesis/Codes/Combining Datasets/FedSchoolCodeList.xlsx\", usecols=college_file_columns)"]},{"cell_type":"markdown","metadata":{"id":"1rZEy1C9_yB7"},"source":["##### <font color=mediumorchid>United States' State and Region Codes</font>"]},{"cell_type":"code","execution_count":37,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":615,"status":"ok","timestamp":1658871606152,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"pTm-mB0P_4zy","outputId":"162bb873-a362-4148-a1e0-32ca6c38165e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["   State or Region Code                  Name\n","0                    AA  Armed Forces America\n","1                    AE          Armed Forces\n","2                    AK                Alaska\n","3                    AL               Alabama\n","4                    AP  Armed Forces Pacific\n","5                    AR              Arkansas\n","6                    AZ               Arizona\n","7                    CA            California\n","8                    CO              Colorado\n","9                    CT           Connecticut\n","10                  DC          Washington DC\n","11                   DE              Delaware\n","12                   FL               Florida\n","13                   GA               Georgia\n","14                   GU                  Guam\n","15                   HI                Hawaii\n","16                   IA                  Iowa\n","17                   ID                 Idaho\n","18                   IL              Illinois\n","19                   IN               Indiana\n","20                   KS                Kansas\n","21                   KY              Kentucky\n","22                   LA             Louisiana\n","23                   MA         Massachusetts\n","24                   MD              Maryland\n","25                   ME                 Maine\n","26                   MI              Michigan\n","27                   MN             Minnesota\n","28                   MO              Missouri\n","29                   MS           Mississippi\n","30                   MT               Montana\n","31                   NC        North Carolina\n","32                   ND          North Dakota\n","33                   NE              Nebraska\n","34                   NH         New Hampshire\n","35                   NJ            New Jersey\n","36                   NM            New Mexico\n","37                   NV                Nevada\n","38                   NY              New York\n","39                   OH                  Ohio\n","40                   OK              Oklahoma\n","41                   OR                Oregon\n","42                   PA          Pennsylvania\n","43                   PR           Puerto Rico\n","44                   RI          Rhode Island\n","45                   SC        South Carolina\n","46                   SD          South Dakota\n","47                   TN             Tennessee\n","48                   TX                 Texas\n","49                   UT                  Utah\n","50                   VA              Virginia\n","51                   VI        Virgin Islands\n","52                   VT               Vermont\n","53                   WA            Washington\n","54                   WI             Wisconsin\n","55                   WV         West Virginia\n","56                   WY               Wyoming"],"text/html":["\n","  <div id=\"df-26cd7050-f545-4207-8a09-219b4d6bf01d\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    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<td>CA</td>\n","      <td>California</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>CO</td>\n","      <td>Colorado</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>CT</td>\n","      <td>Connecticut</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>DC</td>\n","      <td>Washington DC</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>DE</td>\n","      <td>Delaware</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>FL</td>\n","      <td>Florida</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>GA</td>\n","      <td>Georgia</td>\n","    </tr>\n","    <tr>\n","      <th>14</th>\n","      <td>GU</td>\n","      <td>Guam</td>\n","    </tr>\n","    <tr>\n","      <th>15</th>\n","      <td>HI</td>\n","      <td>Hawaii</td>\n","    </tr>\n","    <tr>\n","      <th>16</th>\n","      <td>IA</td>\n","      <td>Iowa</td>\n","    </tr>\n","    <tr>\n","      <th>17</th>\n","      <td>ID</td>\n","      <td>Idaho</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>IL</td>\n","      <td>Illinois</td>\n","    </tr>\n","    <tr>\n","      <th>19</th>\n","      <td>IN</td>\n","      <td>Indiana</td>\n","    </tr>\n","    <tr>\n","      <th>20</th>\n","      <td>KS</td>\n","      <td>Kansas</td>\n","    </tr>\n","    <tr>\n","      <th>21</th>\n","      <td>KY</td>\n","      <td>Kentucky</td>\n","    </tr>\n","    <tr>\n","      <th>22</th>\n","      <td>LA</td>\n","      <td>Louisiana</td>\n","    </tr>\n","    <tr>\n","      <th>23</th>\n","      <td>MA</td>\n","      <td>Massachusetts</td>\n","    </tr>\n","    <tr>\n","      <th>24</th>\n","      <td>MD</td>\n","      <td>Maryland</td>\n","    </tr>\n","    <tr>\n","      <th>25</th>\n","      <td>ME</td>\n","      <td>Maine</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>MI</td>\n","      <td>Michigan</td>\n","    </tr>\n","    <tr>\n","      <th>27</th>\n","      <td>MN</td>\n","      <td>Minnesota</td>\n","    </tr>\n","    <tr>\n","      <th>28</th>\n","      <td>MO</td>\n","      <td>Missouri</td>\n","    </tr>\n","    <tr>\n","      <th>29</th>\n","      <td>MS</td>\n","      <td>Mississippi</td>\n","    </tr>\n","    <tr>\n","      <th>30</th>\n","      <td>MT</td>\n","      <td>Montana</td>\n","    </tr>\n","    <tr>\n","      <th>31</th>\n","      <td>NC</td>\n","      <td>North Carolina</td>\n","    </tr>\n","    <tr>\n","      <th>32</th>\n","      <td>ND</td>\n","      <td>North Dakota</td>\n","    </tr>\n","    <tr>\n","      <th>33</th>\n","      <td>NE</td>\n","      <td>Nebraska</td>\n","    </tr>\n","    <tr>\n","      <th>34</th>\n","      <td>NH</td>\n","      <td>New Hampshire</td>\n","    </tr>\n","    <tr>\n","      <th>35</th>\n","      <td>NJ</td>\n","      <td>New Jersey</td>\n","    </tr>\n","    <tr>\n","      <th>36</th>\n","      <td>NM</td>\n","      <td>New Mexico</td>\n","    </tr>\n","    <tr>\n","      <th>37</th>\n","      <td>NV</td>\n","      <td>Nevada</td>\n","    </tr>\n","    <tr>\n","      <th>38</th>\n","      <td>NY</td>\n","      <td>New York</td>\n","    </tr>\n","    <tr>\n","      <th>39</th>\n","      <td>OH</td>\n","      <td>Ohio</td>\n","    </tr>\n","    <tr>\n","      <th>40</th>\n","      <td>OK</td>\n","      <td>Oklahoma</td>\n","    </tr>\n","    <tr>\n","      <th>41</th>\n","      <td>OR</td>\n","      <td>Oregon</td>\n","    </tr>\n","    <tr>\n","      <th>42</th>\n","      <td>PA</td>\n","      <td>Pennsylvania</td>\n","    </tr>\n","    <tr>\n","      <th>43</th>\n","      <td>PR</td>\n","      <td>Puerto Rico</td>\n","    </tr>\n","    <tr>\n","      <th>44</th>\n","      <td>RI</td>\n","      <td>Rhode Island</td>\n","    </tr>\n","    <tr>\n","      <th>45</th>\n","      <td>SC</td>\n","      <td>South Carolina</td>\n","    </tr>\n","    <tr>\n","      <th>46</th>\n","      <td>SD</td>\n","      <td>South Dakota</td>\n","    </tr>\n","    <tr>\n","      <th>47</th>\n","      <td>TN</td>\n","      <td>Tennessee</td>\n","    </tr>\n","    <tr>\n","      <th>48</th>\n","      <td>TX</td>\n","      <td>Texas</td>\n","    </tr>\n","    <tr>\n","      <th>49</th>\n","      <td>UT</td>\n","      <td>Utah</td>\n","    </tr>\n","    <tr>\n","      <th>50</th>\n","      <td>VA</td>\n","      <td>Virginia</td>\n","    </tr>\n","    <tr>\n","      <th>51</th>\n","      <td>VI</td>\n","      <td>Virgin Islands</td>\n","    </tr>\n","    <tr>\n","      <th>52</th>\n","      <td>VT</td>\n","      <td>Vermont</td>\n","    </tr>\n","    <tr>\n","      <th>53</th>\n","      <td>WA</td>\n","      <td>Washington</td>\n","    </tr>\n","    <tr>\n","      <th>54</th>\n","      <td>WI</td>\n","      <td>Wisconsin</td>\n","    </tr>\n","    <tr>\n","      <th>55</th>\n","      <td>WV</td>\n","      <td>West Virginia</td>\n","    </tr>\n","    <tr>\n","      <th>56</th>\n","      <td>WY</td>\n","      <td>Wyoming</td>\n","    </tr>\n","  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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":37}],"source":["# Read in the File of USA State Abbreviations\n","state_codes = pd.read_excel(\"/content/drive/MyDrive/Thesis/Codes/Combining Datasets/US_StateCodes.xlsx\")\n","state_codes"]},{"cell_type":"markdown","metadata":{"id":"dn--OWo2AIuJ"},"source":["#### <font color=darkorange>Merge with `colleges`</font>"]},{"cell_type":"code","execution_count":38,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":554},"executionInfo":{"elapsed":20,"status":"ok","timestamp":1658871606154,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"},"user_tz":240},"id":"R3lw7Y93An7x","outputId":"0de0d778-063a-4767-f071-27ab26275736"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["     SchoolCode                                SchoolName  \\\n","0        B04724  WIDENER UNIVERSITY - DELAWARE LAW SCHOOL   \n","1        001428                 DELAWARE STATE UNIVERSITY   \n","2        001429                     GOLDEY BEACOM COLLEGE   \n","3        001431                    UNIVERSITY OF DELAWARE   \n","4        001433                            WESLEY COLLEGE   \n","...         ...                                       ...   \n","5830     003935                              UNIV OF GUAM   \n","5831     015361                    GUAM COMMUNITY COLLEGE   \n","5832     034383                PACIFIC ISLANDS UNIVERSITY   \n","5833     003946          UNIVERSITY OF THE VIRGIN ISLANDS   \n","5834     006989       UNIV OF THE VIRGIN ISLANDS-ST CROIX   \n","\n","                         Address        City StateCode ZipCode  \\\n","0              4601 CONCORD PIKE  WILMINGTON        DE   19803   \n","1      1200 NORTH DUPONT HIGHWAY       DOVER        DE   19901   \n","2              4701 LIMESTONE RD  WILMINGTON        DE   19808   \n","3              224 HULLIHEN HALL      NEWARK        DE   19716   \n","4             120 N STATE STREET       DOVER        DE   19901   \n","...                          ...         ...       ...     ...   \n","5830                 UOG STATION    MANGILAO        GU   96923   \n","5831              P.O. BOX 23069   BARRIGADA        GU   96921   \n","5832           172 KINNEY'S ROAD    MANGILAO        GU   96913   \n","5833       8266 JOHN BREWERS BAY  ST. THOMAS        VI   00802   \n","5834  RR #1  BOX 10000 KINGSHILL   ST. CROIX        VI   00850   \n","\n","     State or Region Code            Name  \n","0                      DE        Delaware  \n","1                      DE        Delaware  \n","2                      DE        Delaware  \n","3                      DE        Delaware  \n","4                      DE        Delaware  \n","...                   ...             ...  \n","5830                   GU            Guam  \n","5831                   GU            Guam  \n","5832                   GU            Guam  \n","5833                   VI  Virgin Islands  \n","5834                   VI  Virgin Islands  \n","\n","[5835 rows x 8 columns]"],"text/html":["\n","  <div id=\"df-4110eade-5e8b-480b-beb0-34529b4a5705\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>SchoolCode</th>\n","      <th>SchoolName</th>\n","      <th>Address</th>\n","      <th>City</th>\n","      <th>StateCode</th>\n","      <th>ZipCode</th>\n","      <th>State or Region Code</th>\n","      <th>Name</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>B04724</td>\n","      <td>WIDENER UNIVERSITY - DELAWARE LAW SCHOOL</td>\n","      <td>4601 CONCORD PIKE</td>\n","      <td>WILMINGTON</td>\n","      <td>DE</td>\n","      <td>19803</td>\n","      <td>DE</td>\n","      <td>Delaware</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>001428</td>\n","      <td>DELAWARE STATE UNIVERSITY</td>\n","      <td>1200 NORTH DUPONT HIGHWAY</td>\n","      <td>DOVER</td>\n","      <td>DE</td>\n","      <td>19901</td>\n","      <td>DE</td>\n","      <td>Delaware</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>001429</td>\n","      <td>GOLDEY BEACOM COLLEGE</td>\n","      <td>4701 LIMESTONE RD</td>\n","      <td>WILMINGTON</td>\n","      <td>DE</td>\n","      <td>19808</td>\n","      <td>DE</td>\n","      <td>Delaware</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>001431</td>\n","      <td>UNIVERSITY OF DELAWARE</td>\n","      <td>224 HULLIHEN HALL</td>\n","      <td>NEWARK</td>\n","      <td>DE</td>\n","      <td>19716</td>\n","      <td>DE</td>\n","      <td>Delaware</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>001433</td>\n","      <td>WESLEY COLLEGE</td>\n","      <td>120 N STATE STREET</td>\n","      <td>DOVER</td>\n","      <td>DE</td>\n","      <td>19901</td>\n","      <td>DE</td>\n","      <td>Delaware</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","    </tr>\n","    <tr>\n","      <th>5830</th>\n","      <td>003935</td>\n","      <td>UNIV OF GUAM</td>\n","      <td>UOG STATION</td>\n","      <td>MANGILAO</td>\n","      <td>GU</td>\n","      <td>96923</td>\n","      <td>GU</td>\n","      <td>Guam</td>\n","    </tr>\n","    <tr>\n","      <th>5831</th>\n","      <td>015361</td>\n","      <td>GUAM COMMUNITY COLLEGE</td>\n","      <td>P.O. BOX 23069</td>\n","      <td>BARRIGADA</td>\n","      <td>GU</td>\n","      <td>96921</td>\n","      <td>GU</td>\n","      <td>Guam</td>\n","    </tr>\n","    <tr>\n","      <th>5832</th>\n","      <td>034383</td>\n","      <td>PACIFIC ISLANDS UNIVERSITY</td>\n","      <td>172 KINNEY'S ROAD</td>\n","      <td>MANGILAO</td>\n","      <td>GU</td>\n","      <td>96913</td>\n","      <td>GU</td>\n","      <td>Guam</td>\n","    </tr>\n","    <tr>\n","      <th>5833</th>\n","      <td>003946</td>\n","      <td>UNIVERSITY OF THE VIRGIN ISLANDS</td>\n","      <td>8266 JOHN BREWERS BAY</td>\n","      <td>ST. THOMAS</td>\n","      <td>VI</td>\n","      <td>00802</td>\n","      <td>VI</td>\n","      <td>Virgin Islands</td>\n","    </tr>\n","    <tr>\n","      <th>5834</th>\n","      <td>006989</td>\n","      <td>UNIV OF THE VIRGIN ISLANDS-ST CROIX</td>\n","      <td>RR #1  BOX 10000 KINGSHILL</td>\n","      <td>ST. CROIX</td>\n","      <td>VI</td>\n","      <td>00850</td>\n","      <td>VI</td>\n","      <td>Virgin Islands</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5835 rows × 8 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4110eade-5e8b-480b-beb0-34529b4a5705')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      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","    }\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","        const buttonEl =\n","          document.querySelector('#df-4110eade-5e8b-480b-beb0-34529b4a5705 button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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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":38}],"source":["# Only Use Rows with Colleges in the United States\n","UScolleges = pd.merge(colleges, state_codes, how=\"inner\", left_on=\"StateCode\", right_on=\"State or Region Code\")\n","UScolleges"]},{"cell_type":"markdown","metadata":{"id":"JOLXbMXncuYk"},"source":["##### <font color=darkturquoise>*Modify the Format of Columns, as Needed*</font>"]},{"cell_type":"code","execution_count":39,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"Z8zMggBDduh0","executionInfo":{"status":"ok","timestamp":1658871606155,"user_tz":240,"elapsed":17,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}},"outputId":"7f3a9a87-66ec-4b23-9e57-3b03695604d7"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["      index PS_SchoolCode                             PS_SchoolName PS_ZIP  \\\n","0         0        B04724  WIDENER UNIVERSITY - DELAWARE LAW SCHOOL  19803   \n","1         1        001428                 DELAWARE STATE UNIVERSITY  19901   \n","2         2        001429                     GOLDEY BEACOM COLLEGE  19808   \n","3         3        001431                    UNIVERSITY OF DELAWARE  19716   \n","4         4        001433                            WESLEY COLLEGE  19901   \n","...     ...           ...                                       ...    ...   \n","5830   5830        003935                              UNIV OF GUAM  96923   \n","5831   5831        015361                    GUAM COMMUNITY COLLEGE  96921   \n","5832   5832        034383                PACIFIC ISLANDS UNIVERSITY  96913   \n","5833   5833        003946          UNIVERSITY OF THE VIRGIN ISLANDS  00802   \n","5834   5834        006989       UNIV OF THE VIRGIN ISLANDS-ST CROIX  00850   \n","\n","                                 PS_FullAddress  \n","0             4601 CONCORD PIKE, WILMINGTON, DE  \n","1          1200 NORTH DUPONT HIGHWAY, DOVER, DE  \n","2             4701 LIMESTONE RD, WILMINGTON, DE  \n","3                 224 HULLIHEN HALL, NEWARK, DE  \n","4                 120 N STATE STREET, DOVER, DE  \n","...                                         ...  \n","5830                  UOG STATION, MANGILAO, GU  \n","5831              P.O. BOX 23069, BARRIGADA, GU  \n","5832            172 KINNEY'S ROAD, MANGILAO, GU  \n","5833      8266 JOHN BREWERS BAY, ST. THOMAS, VI  \n","5834  RR #1  BOX 10000 KINGSHILL, ST. CROIX, VI  \n","\n","[5835 rows x 5 columns]"],"text/html":["\n","  <div id=\"df-956dcd02-5fa5-4415-b086-3b865393eb4a\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>index</th>\n","      <th>PS_SchoolCode</th>\n","      <th>PS_SchoolName</th>\n","      <th>PS_ZIP</th>\n","      <th>PS_FullAddress</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>B04724</td>\n","      <td>WIDENER UNIVERSITY - DELAWARE LAW SCHOOL</td>\n","      <td>19803</td>\n","      <td>4601 CONCORD PIKE, WILMINGTON, DE</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>001428</td>\n","      <td>DELAWARE STATE UNIVERSITY</td>\n","      <td>19901</td>\n","      <td>1200 NORTH DUPONT HIGHWAY, DOVER, DE</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>001429</td>\n","      <td>GOLDEY BEACOM COLLEGE</td>\n","      <td>19808</td>\n","      <td>4701 LIMESTONE RD, WILMINGTON, DE</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>001431</td>\n","      <td>UNIVERSITY OF DELAWARE</td>\n","      <td>19716</td>\n","      <td>224 HULLIHEN HALL, NEWARK, DE</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>001433</td>\n","      <td>WESLEY COLLEGE</td>\n","      <td>19901</td>\n","      <td>120 N STATE STREET, DOVER, DE</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>5830</th>\n","      <td>5830</td>\n","      <td>003935</td>\n","      <td>UNIV OF GUAM</td>\n","      <td>96923</td>\n","      <td>UOG STATION, MANGILAO, GU</td>\n","    </tr>\n","    <tr>\n","      <th>5831</th>\n","      <td>5831</td>\n","      <td>015361</td>\n","      <td>GUAM COMMUNITY COLLEGE</td>\n","      <td>96921</td>\n","      <td>P.O. 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BOX 23069, BARRIGADA, GU  13.470766  144.818130\n","5832   5832            172 KINNEY'S ROAD, MANGILAO, GU  13.470212  144.845622\n","5833   5833      8266 JOHN BREWERS BAY, ST. THOMAS, VI  18.342633  -64.980834\n","5834   5834  RR #1  BOX 10000 KINGSHILL, ST. CROIX, VI  17.722767  -64.782237\n","\n","[5835 rows x 4 columns]"],"text/html":["\n","  <div id=\"df-b8cd725e-c8c6-4e0e-9897-804ee9ea35a2\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>index</th>\n","      <th>FullAddress</th>\n","      <th>PS_Lat</th>\n","      <th>PS_Long</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>4601 CONCORD PIKE, WILMINGTON, DE</td>\n","      <td>39.817422</td>\n","      <td>-75.546321</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>1200 NORTH DUPONT HIGHWAY, DOVER, DE</td>\n","      <td>39.188338</td>\n","      <td>-75.539764</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>4701 LIMESTONE RD, WILMINGTON, DE</td>\n","      <td>39.741471</td>\n","      <td>-75.689670</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>224 HULLIHEN HALL, NEWARK, DE</td>\n","      <td>39.679565</td>\n","      <td>-75.753085</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>120 N STATE STREET, DOVER, DE</td>\n","      <td>39.162611</td>\n","      <td>-75.528034</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>5830</th>\n","      <td>5830</td>\n","      <td>UOG STATION, MANGILAO, GU</td>\n","      <td>13.432211</td>\n","      <td>144.803322</td>\n","    </tr>\n","    <tr>\n","      <th>5831</th>\n","      <td>5831</td>\n","      <td>P.O. 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BOX 23069, BARRIGADA, GU   \n","5832            172 KINNEY'S ROAD, MANGILAO, GU   \n","5833      8266 JOHN BREWERS BAY, ST. THOMAS, VI   \n","5834  RR #1  BOX 10000 KINGSHILL, ST. CROIX, VI   \n","\n","                                    FullAddress     PS_Lat     PS_Long  \n","0             4601 CONCORD PIKE, WILMINGTON, DE  39.817422  -75.546321  \n","1          1200 NORTH DUPONT HIGHWAY, DOVER, DE  39.188338  -75.539764  \n","2             4701 LIMESTONE RD, WILMINGTON, DE  39.741471  -75.689670  \n","3                 224 HULLIHEN HALL, NEWARK, DE  39.679565  -75.753085  \n","4                 120 N STATE STREET, DOVER, DE  39.162611  -75.528034  \n","...                                         ...        ...         ...  \n","5830                  UOG STATION, MANGILAO, GU  13.432211  144.803322  \n","5831              P.O. BOX 23069, BARRIGADA, GU  13.470766  144.818130  \n","5832            172 KINNEY'S ROAD, MANGILAO, GU  13.470212  144.845622  \n","5833      8266 JOHN BREWERS BAY, ST. THOMAS, VI  18.342633  -64.980834  \n","5834  RR #1  BOX 10000 KINGSHILL, ST. CROIX, VI  17.722767  -64.782237  \n","\n","[5835 rows x 8 columns]"],"text/html":["\n","  <div id=\"df-1bee4798-b915-4aea-b800-0e09244f45e2\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>index</th>\n","      <th>PS_SchoolCode</th>\n","      <th>PS_SchoolName</th>\n","      <th>PS_ZIP</th>\n","      <th>PS_FullAddress</th>\n","      <th>FullAddress</th>\n","      <th>PS_Lat</th>\n","      <th>PS_Long</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>B04724</td>\n","      <td>WIDENER UNIVERSITY - DELAWARE LAW SCHOOL</td>\n","      <td>19803</td>\n","      <td>4601 CONCORD PIKE, WILMINGTON, DE</td>\n","      <td>4601 CONCORD PIKE, WILMINGTON, DE</td>\n","      <td>39.817422</td>\n","      <td>-75.546321</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>001428</td>\n","      <td>DELAWARE STATE UNIVERSITY</td>\n","      <td>19901</td>\n","      <td>1200 NORTH DUPONT HIGHWAY, DOVER, DE</td>\n","      <td>1200 NORTH DUPONT HIGHWAY, DOVER, DE</td>\n","      <td>39.188338</td>\n","      <td>-75.539764</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>001429</td>\n","      <td>GOLDEY BEACOM COLLEGE</td>\n","      <td>19808</td>\n","      <td>4701 LIMESTONE RD, WILMINGTON, DE</td>\n","      <td>4701 LIMESTONE RD, WILMINGTON, DE</td>\n","      <td>39.741471</td>\n","      <td>-75.689670</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>001431</td>\n","      <td>UNIVERSITY OF DELAWARE</td>\n","      <td>19716</td>\n","      <td>224 HULLIHEN HALL, NEWARK, DE</td>\n","      <td>224 HULLIHEN HALL, NEWARK, DE</td>\n","      <td>39.679565</td>\n","      <td>-75.753085</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>001433</td>\n","      <td>WESLEY COLLEGE</td>\n","      <td>19901</td>\n","      <td>120 N STATE STREET, DOVER, DE</td>\n","      <td>120 N STATE STREET, DOVER, DE</td>\n","      <td>39.162611</td>\n","      <td>-75.528034</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","    </tr>\n","    <tr>\n","      <th>5830</th>\n","      <td>5830</td>\n","      <td>003935</td>\n","      <td>UNIV OF GUAM</td>\n","      <td>96923</td>\n","      <td>UOG STATION, MANGILAO, GU</td>\n","      <td>UOG STATION, MANGILAO, GU</td>\n","      <td>13.432211</td>\n","      <td>144.803322</td>\n","    </tr>\n","    <tr>\n","      <th>5831</th>\n","      <td>5831</td>\n","      <td>015361</td>\n","      <td>GUAM COMMUNITY COLLEGE</td>\n","      <td>96921</td>\n","      <td>P.O. BOX 23069, BARRIGADA, GU</td>\n","      <td>P.O. BOX 23069, BARRIGADA, GU</td>\n","      <td>13.470766</td>\n","      <td>144.818130</td>\n","    </tr>\n","    <tr>\n","      <th>5832</th>\n","      <td>5832</td>\n","      <td>034383</td>\n","      <td>PACIFIC ISLANDS UNIVERSITY</td>\n","      <td>96913</td>\n","      <td>172 KINNEY'S ROAD, MANGILAO, GU</td>\n","      <td>172 KINNEY'S ROAD, MANGILAO, GU</td>\n","      <td>13.470212</td>\n","      <td>144.845622</td>\n","    </tr>\n","    <tr>\n","      <th>5833</th>\n","      <td>5833</td>\n","      <td>003946</td>\n","      <td>UNIVERSITY OF THE VIRGIN ISLANDS</td>\n","      <td>00802</td>\n","      <td>8266 JOHN BREWERS BAY, ST. THOMAS, VI</td>\n","      <td>8266 JOHN BREWERS BAY, ST. THOMAS, VI</td>\n","      <td>18.342633</td>\n","      <td>-64.980834</td>\n","    </tr>\n","    <tr>\n","      <th>5834</th>\n","      <td>5834</td>\n","      <td>006989</td>\n","      <td>UNIV OF THE VIRGIN ISLANDS-ST CROIX</td>\n","      <td>00850</td>\n","      <td>RR #1  BOX 10000 KINGSHILL, ST. CROIX, VI</td>\n","      <td>RR #1  BOX 10000 KINGSHILL, ST. CROIX, VI</td>\n","      <td>17.722767</td>\n","      <td>-64.782237</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5835 rows × 8 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1bee4798-b915-4aea-b800-0e09244f45e2')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      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","    }\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","        const buttonEl =\n","          document.querySelector('#df-1bee4798-b915-4aea-b800-0e09244f45e2 button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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BOX 23069, BARRIGADA, GU  13.470766  144.818130  96921  \n","5832            172 KINNEY'S ROAD, MANGILAO, GU  13.470212  144.845622  96913  \n","5833      8266 JOHN BREWERS BAY, ST. THOMAS, VI  18.342633  -64.980834  00802  \n","5834  RR #1  BOX 10000 KINGSHILL, ST. CROIX, VI  17.722767  -64.782237  00850  \n","\n","[5835 rows x 6 columns]"],"text/html":["\n","  <div id=\"df-426a5d4a-7a47-4dc2-9aea-cc04f57c9a8f\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>PS_SchoolCode</th>\n","      <th>PS_SchoolName</th>\n","      <th>PS_FullAddress</th>\n","      <th>PS_Lat</th>\n","      <th>PS_Long</th>\n","      <th>PS_ZIP</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>B04724</td>\n","      <td>WIDENER UNIVERSITY - DELAWARE LAW SCHOOL</td>\n","      <td>4601 CONCORD PIKE, WILMINGTON, DE</td>\n","      <td>39.817422</td>\n","      <td>-75.546321</td>\n","      <td>19803</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>001428</td>\n","      <td>DELAWARE STATE UNIVERSITY</td>\n","      <td>1200 NORTH DUPONT HIGHWAY, DOVER, DE</td>\n","      <td>39.188338</td>\n","      <td>-75.539764</td>\n","      <td>19901</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>001429</td>\n","      <td>GOLDEY BEACOM COLLEGE</td>\n","      <td>4701 LIMESTONE RD, WILMINGTON, DE</td>\n","      <td>39.741471</td>\n","      <td>-75.689670</td>\n","      <td>19808</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>001431</td>\n","      <td>UNIVERSITY OF DELAWARE</td>\n","      <td>224 HULLIHEN HALL, NEWARK, DE</td>\n","      <td>39.679565</td>\n","      <td>-75.753085</td>\n","      <td>19716</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>001433</td>\n","      <td>WESLEY COLLEGE</td>\n","      <td>120 N STATE STREET, DOVER, DE</td>\n","      <td>39.162611</td>\n","      <td>-75.528034</td>\n","      <td>19901</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","    </tr>\n","    <tr>\n","      <th>5830</th>\n","      <td>003935</td>\n","      <td>UNIV OF GUAM</td>\n","      <td>UOG STATION, MANGILAO, GU</td>\n","      <td>13.432211</td>\n","      <td>144.803322</td>\n","      <td>96923</td>\n","    </tr>\n","    <tr>\n","      <th>5831</th>\n","      <td>015361</td>\n","      <td>GUAM COMMUNITY COLLEGE</td>\n","      <td>P.O. BOX 23069, BARRIGADA, GU</td>\n","      <td>13.470766</td>\n","      <td>144.818130</td>\n","      <td>96921</td>\n","    </tr>\n","    <tr>\n","      <th>5832</th>\n","      <td>034383</td>\n","      <td>PACIFIC ISLANDS UNIVERSITY</td>\n","      <td>172 KINNEY'S ROAD, MANGILAO, GU</td>\n","      <td>13.470212</td>\n","      <td>144.845622</td>\n","      <td>96913</td>\n","    </tr>\n","    <tr>\n","      <th>5833</th>\n","      <td>003946</td>\n","      <td>UNIVERSITY OF THE VIRGIN ISLANDS</td>\n","      <td>8266 JOHN BREWERS BAY, ST. THOMAS, VI</td>\n","      <td>18.342633</td>\n","      <td>-64.980834</td>\n","      <td>00802</td>\n","    </tr>\n","    <tr>\n","      <th>5834</th>\n","      <td>006989</td>\n","      <td>UNIV OF THE VIRGIN ISLANDS-ST CROIX</td>\n","      <td>RR #1  BOX 10000 KINGSHILL, ST. CROIX, VI</td>\n","      <td>17.722767</td>\n","      <td>-64.782237</td>\n","      <td>00850</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5835 rows × 6 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-426a5d4a-7a47-4dc2-9aea-cc04f57c9a8f')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      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","    }\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","        const buttonEl =\n","          document.querySelector('#df-426a5d4a-7a47-4dc2-9aea-cc04f57c9a8f button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["UB_AllSchools = pd.merge(UB_SecSchools_wDOE, colleges_info, how=\"left\", left_on=\"PS_SchoolID\", right_on=\"PS_SchoolCode\")"]},{"cell_type":"markdown","metadata":{"id":"ZZNAvlM4BR8R"},"source":["##### <font color=darkturquoise>*Check for Missing Values*</font>"]},{"cell_type":"code","execution_count":44,"metadata":{"id":"sh5X9QijBNAU","executionInfo":{"status":"ok","timestamp":1658871606802,"user_tz":240,"elapsed":42,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"0d5cf5ac-08b1-4f2c-b92c-32b53e65aa60"},"outputs":[{"output_type":"stream","name":"stdout","text":["Size of DataFrame:  (147, 86)\n","Size of DataFrame after Dropping Null Values:  (146, 86)\n"]}],"source":["print(\"Size of DataFrame: \", UB_AllSchools.shape)\n","print(\"Size of DataFrame after Dropping Null Values: \", UB_AllSchools.dropna().shape)"]},{"cell_type":"markdown","metadata":{"id":"nPGYseQ0fu97"},"source":["##### <font color=darkturquoise>*Check for Rows That Couldn't Merge*</font>"]},{"cell_type":"code","execution_count":45,"metadata":{"id":"4uKJvdkXfmZW","executionInfo":{"status":"ok","timestamp":1658871606803,"user_tz":240,"elapsed":37,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"72dbba2c-bd0e-4020-ddfd-e3d46ffe0bdf"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1, 86)"]},"metadata":{},"execution_count":45}],"source":["UB_AllSchools[UB_AllSchools.PS_SchoolCode.isnull()].shape"]},{"cell_type":"code","execution_count":46,"metadata":{"id":"MH1ZD8cbgBQQ","executionInfo":{"status":"ok","timestamp":1658871606805,"user_tz":240,"elapsed":34,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Drop the Student with All \"Not Applicable\" College Data\n","UB_AllSchools.dropna(inplace=True)"]},{"cell_type":"markdown","metadata":{"id":"_gkZj45aBh5s"},"source":["##### <font color=darkturquoise>*Check for Missing Values*</font>"]},{"cell_type":"code","execution_count":47,"metadata":{"id":"6qUPBBR_Bkiv","executionInfo":{"status":"ok","timestamp":1658871606806,"user_tz":240,"elapsed":34,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"dec6b1d9-7ade-473c-d827-7b7cf220e64a"},"outputs":[{"output_type":"stream","name":"stdout","text":["Size of DataFrame:  (146, 86)\n","Size of DataFrame after Dropping Null Values:  (146, 86)\n"]}],"source":["print(\"Size of DataFrame: \", UB_AllSchools.shape)\n","print(\"Size of DataFrame after Dropping Null Values: \", UB_AllSchools.dropna().shape)"]},{"cell_type":"code","execution_count":48,"metadata":{"id":"SBAXa9feh1o4","executionInfo":{"status":"ok","timestamp":1658871606807,"user_tz":240,"elapsed":31,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Remove the PS_SchoolCode Column\n","## This is No Longer Needed and is Redundant with PS_SchoolID\n","UB_AllSchools.drop(\"PS_SchoolCode\", axis=1, inplace=True)"]},{"cell_type":"markdown","metadata":{"id":"5xlKdIGhh9aR"},"source":["#### <font color=darkviolet>Crime Information</font>"]},{"cell_type":"code","execution_count":49,"metadata":{"id":"-9JnE6q_iTxv","executionInfo":{"status":"ok","timestamp":1658871606809,"user_tz":240,"elapsed":32,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Column Names in the File\n","crime_file_columns = [\"ID\", \"CRMCYTOTC\",\"CRMCYPERC\", \"CRMCYMURD\", \"CRMCYRAPE\", \"CRMCYROBB\", \"CRMCYASST\", \"CRMCYPROC\", \n","                      \"CRMCYBURG\", \"CRMCYLARC\", \"CRMCYMVEH\", \"TOTPOP_CY\", \"Shape_Area\"]\n","\n","# Column Name Revisions\n","hs_crime_column_names = {\"ID\": \"HS_Crime_ZIP\", \n","                         \"CRMCYTOTC\": \"HS_CrimesIndex_2020\",\n","                         \"CRMCYPERC\": \"HS_PersonalCrimesIndex_2020\", \n","                         \"CRMCYMURD\": \"HS_MurdersIndex_2020\", \n","                         \"CRMCYRAPE\": \"HS_RapesIndex_2020\", \n","                         \"CRMCYROBB\": \"HS_RobberiesIndex_2020\", \n","                         \"CRMCYASST\": \"HS_AssaultsIndex_2020\",\n","                         \"CRMCYPROC\": \"HS_PropertyCrimesIndex_2020\", \n","                         \"CRMCYBURG\": \"HS_BurglariesIndex_2020\",\n","                         \"CRMCYLARC\": \"HS_LarceniesIndex_2020\", \n","                         \"CRMCYMVEH\": \"HS_VehicleTheftsIndex_2020\",\n","                         \"TOTPOP_CY\": \"HS_AreaPopulation_2020\",\n","                         \"Shape_Area\": \"HS_Area\"}\n","\n","student_crime_column_names = {\"ID\": \"Student_Crime_ZIP\", \n","                              \"CRMCYTOTC\": \"Student_CrimesIndex_2020\",\n","                              \"CRMCYPERC\": \"Student_PersonalCrimesIndex_2020\", \n","                              \"CRMCYMURD\": \"Student_MurdersIndex_2020\", \n","                              \"CRMCYRAPE\": \"Student_RapesIndex_2020\",\n","                              \"CRMCYROBB\": \"Student_RobberiesIndex_2020\", \n","                              \"CRMCYASST\": \"Student_AssaultsIndex_2020\",\n","                              \"CRMCYPROC\": \"Student_PropertyCrimesIndex_2020\", \n","                              \"CRMCYBURG\": \"Student_BurglariesIndex_2020\",\n","                              \"CRMCYLARC\": \"Student_LarceniesIndex_2020\", \n","                              \"CRMCYMVEH\": \"Student_VehicleTheftsIndex_2020\",\n","                              \"TOTPOP_CY\": \"Student_AreaPopulation_2020\",\n","                              \"Shape_Area\": \"Student_Area\"}"]},{"cell_type":"code","execution_count":50,"metadata":{"id":"YM8LcMXXigf-","executionInfo":{"status":"ok","timestamp":1658871607318,"user_tz":240,"elapsed":540,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Read in the File\n","crime_df = pd.read_csv(\"/content/drive/MyDrive/Thesis/Codes/Combining Datasets/USA_Crime.csv\", usecols=crime_file_columns)\n","\n","# Create Two DataFrames Using the Crime Data\n","## One for the High School's Zip Code and the Other for the Student's Zip Code\n","hs_crime_df = crime_df.rename(columns=hs_crime_column_names)\n","student_crime_df = crime_df.rename(columns=student_crime_column_names)"]},{"cell_type":"markdown","metadata":{"id":"E9PM5RajihMu"},"source":["##### <font color=darkturquoise>*Modify the Format of Columns, as Needed*</font>"]},{"cell_type":"code","execution_count":51,"metadata":{"id":"GZuk9H3Niud_","executionInfo":{"status":"ok","timestamp":1658871607320,"user_tz":240,"elapsed":8,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Fix the Zip Codes\n","## Convert the Zip Codes to a String and Add a Zero to the Front\n","hs_crime_df[\"HS_Crime_ZIP\"] = hs_crime_df[\"HS_Crime_ZIP\"].transform(lambda x: str(\"0\" + str(x)))\n","student_crime_df[\"Student_Crime_ZIP\"] = student_crime_df[\"Student_Crime_ZIP\"].transform(lambda x: str(\"0\" + str(x)))\n","\n","# Categorize the Level of Crime for Each Crime Type\n","## High School's Area\n","hs_crime_df[\"HS_TotalCrimesCateg\"] = hs_crime_df.apply(lambda x: categorize_crime(x.HS_CrimesIndex_2020), axis=1)\n","hs_crime_df[\"HS_PersonalCrimesCateg\"] = hs_crime_df.apply(lambda x: categorize_crime(x.HS_PersonalCrimesIndex_2020), axis=1)\n","hs_crime_df[\"HS_MurdersCateg\"] = hs_crime_df.apply(lambda x: categorize_crime(x.HS_MurdersIndex_2020), axis=1)\n","hs_crime_df[\"HS_RapesCateg\"] = hs_crime_df.apply(lambda x: categorize_crime(x.HS_RapesIndex_2020), axis=1)\n","hs_crime_df[\"HS_RobberiesCateg\"] = hs_crime_df.apply(lambda x: categorize_crime(x.HS_RobberiesIndex_2020), axis=1)\n","hs_crime_df[\"HS_AssaultsCateg\"] = hs_crime_df.apply(lambda x: categorize_crime(x.HS_AssaultsIndex_2020), axis=1)\n","hs_crime_df[\"HS_PropertyCrimesCateg\"] = hs_crime_df.apply(lambda x: categorize_crime(x.HS_PropertyCrimesIndex_2020), axis=1)\n","hs_crime_df[\"HS_BurglariesCateg\"] = hs_crime_df.apply(lambda x: categorize_crime(x.HS_BurglariesIndex_2020), axis=1)\n","hs_crime_df[\"HS_LarceniesCateg\"] = hs_crime_df.apply(lambda x: categorize_crime(x.HS_LarceniesIndex_2020), axis=1)\n","hs_crime_df[\"HS_VehicleTheftsCateg\"] = hs_crime_df.apply(lambda x: categorize_crime(x.HS_VehicleTheftsIndex_2020), axis=1)\n","\n","## Student's Area\n","student_crime_df[\"Student_TotalCrimesCateg\"] = student_crime_df.apply(lambda x: categorize_crime(x.Student_CrimesIndex_2020), axis=1)\n","student_crime_df[\"Student_PersonalCrimesCateg\"] = student_crime_df.apply(lambda x: categorize_crime(x.Student_PersonalCrimesIndex_2020), axis=1)\n","student_crime_df[\"Student_MurdersCateg\"] = student_crime_df.apply(lambda x: categorize_crime(x.Student_MurdersIndex_2020), axis=1)\n","student_crime_df[\"Student_RapesCateg\"] = student_crime_df.apply(lambda x: categorize_crime(x.Student_RapesIndex_2020), axis=1)\n","student_crime_df[\"Student_RobberiesCateg\"] = student_crime_df.apply(lambda x: categorize_crime(x.Student_RobberiesIndex_2020), axis=1)\n","student_crime_df[\"Student_AssaultsCateg\"] = student_crime_df.apply(lambda x: categorize_crime(x.Student_AssaultsIndex_2020), axis=1)\n","student_crime_df[\"Student_PropertyCrimesCateg\"] = student_crime_df.apply(lambda x: categorize_crime(x.Student_PropertyCrimesIndex_2020), axis=1)\n","student_crime_df[\"Student_BurglariesCateg\"] = student_crime_df.apply(lambda x: categorize_crime(x.Student_BurglariesIndex_2020), axis=1)\n","student_crime_df[\"Student_LarceniesCateg\"] = student_crime_df.apply(lambda x: categorize_crime(x.Student_LarceniesIndex_2020), axis=1)\n","student_crime_df[\"Student_VehicleTheftsCateg\"] = student_crime_df.apply(lambda x: categorize_crime(x.Student_VehicleTheftsIndex_2020), axis=1)"]},{"cell_type":"code","execution_count":52,"metadata":{"id":"1k2x_ZvsjNM4","executionInfo":{"status":"ok","timestamp":1658871607631,"user_tz":240,"elapsed":45,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}},"colab":{"base_uri":"https://localhost:8080/","height":488},"outputId":"7a54fdbd-60d8-4df6-caf3-beefe9f1ec75"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["    HS_Crime_ZIP  HS_CrimesIndex_2020  HS_PersonalCrimesIndex_2020  \\\n","0          07001                 46.0                         22.0   \n","1          07002                 50.0                         55.0   \n","2          07003                 60.0                         34.0   \n","3          07004                 93.0                         19.0   \n","4          07005                 34.0                         20.0   \n","..           ...                  ...                          ...   \n","572        08887                  6.0                          4.0   \n","573        08889                 28.0                         10.0   \n","574        08901                102.0                        146.0   \n","575        08902                 65.0                         36.0   \n","576        08904                 50.0                         22.0   \n","\n","     HS_MurdersIndex_2020  HS_RapesIndex_2020  HS_RobberiesIndex_2020  \\\n","0                    15.0                12.0                    41.0   \n","1                    23.0                37.0                    80.0   \n","2                    21.0                 7.0                    74.0   \n","3                     7.0                14.0                    16.0   \n","4                     9.0                34.0                    21.0   \n","..                    ...                 ...                     ...   \n","572                   7.0                10.0                     2.0   \n","573                  26.0                 9.0                     6.0   \n","574                  95.0                95.0                   292.0   \n","575                  17.0                25.0                    52.0   \n","576                  29.0                34.0                    28.0   \n","\n","     HS_AssaultsIndex_2020  HS_PropertyCrimesIndex_2020  \\\n","0                     17.0                         50.0   \n","1                     50.0                         49.0   \n","2                     24.0                         64.0   \n","3                     22.0                        104.0   \n","4                     17.0                         36.0   \n","..                     ...                          ...   \n","572                    3.0                          7.0   \n","573                   12.0                         31.0   \n","574                   97.0                         95.0   \n","575                   31.0                         69.0   \n","576                   18.0                         55.0   \n","\n","     HS_BurglariesIndex_2020  HS_LarceniesIndex_2020  ...  \\\n","0                       37.0                    54.0  ...   \n","1                       41.0                    52.0  ...   \n","2                       47.0                    66.0  ...   \n","3                       44.0                   121.0  ...   \n","4                       27.0                    40.0  ...   \n","..                       ...                     ...  ...   \n","572                     18.0                     5.0  ...   \n","573                     33.0                    33.0  ...   \n","574                    122.0                    94.0  ...   \n","575                     59.0                    76.0  ...   \n","576                     47.0                    61.0  ...   \n","\n","     HS_TotalCrimesCateg  HS_PersonalCrimesCateg  HS_MurdersCateg  \\\n","0                    Low                     Low              Low   \n","1                    Low                     Low              Low   \n","2                    Low                     Low              Low   \n","3                    Low                     Low              Low   \n","4                    Low                     Low              Low   \n","..                   ...                     ...              ...   \n","572                  Low                     Low              Low   \n","573                  Low                     Low              Low   \n","574                 High                    High              Low   \n","575                  Low                     Low              Low   \n","576                  Low                     Low              Low   \n","\n","    HS_RapesCateg HS_RobberiesCateg HS_AssaultsCateg HS_PropertyCrimesCateg  \\\n","0             Low               Low              Low                    Low   \n","1             Low               Low              Low                    Low   \n","2             Low               Low              Low                    Low   \n","3             Low               Low              Low                   High   \n","4             Low               Low              Low                    Low   \n","..            ...               ...              ...                    ...   \n","572           Low               Low              Low                    Low   \n","573           Low               Low              Low                    Low   \n","574           Low              High              Low                    Low   \n","575           Low               Low              Low                    Low   \n","576           Low               Low              Low                    Low   \n","\n","    HS_BurglariesCateg HS_LarceniesCateg HS_VehicleTheftsCateg  \n","0                  Low               Low                   Low  \n","1                  Low               Low                   Low  \n","2                  Low               Low                   Low  \n","3                  Low              High                   Low  \n","4                  Low               Low                   Low  \n","..                 ...               ...                   ...  \n","572                Low               Low                   Low  \n","573                Low               Low                   Low  \n","574               High               Low                   Low  \n","575                Low               Low                   Low  \n","576                Low               Low                   Low  \n","\n","[577 rows x 23 columns]"],"text/html":["\n","  <div id=\"df-155dfac6-3033-4788-a792-2f482f7ad782\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>HS_Crime_ZIP</th>\n","      <th>HS_CrimesIndex_2020</th>\n","      <th>HS_PersonalCrimesIndex_2020</th>\n","      <th>HS_MurdersIndex_2020</th>\n","      <th>HS_RapesIndex_2020</th>\n","      <th>HS_RobberiesIndex_2020</th>\n","      <th>HS_AssaultsIndex_2020</th>\n","      <th>HS_PropertyCrimesIndex_2020</th>\n","      <th>HS_BurglariesIndex_2020</th>\n","      <th>HS_LarceniesIndex_2020</th>\n","      <th>...</th>\n","      <th>HS_TotalCrimesCateg</th>\n","      <th>HS_PersonalCrimesCateg</th>\n","      <th>HS_MurdersCateg</th>\n","      <th>HS_RapesCateg</th>\n","      <th>HS_RobberiesCateg</th>\n","      <th>HS_AssaultsCateg</th>\n","      <th>HS_PropertyCrimesCateg</th>\n","      <th>HS_BurglariesCateg</th>\n","      <th>HS_LarceniesCateg</th>\n","      <th>HS_VehicleTheftsCateg</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>07001</td>\n","      <td>46.0</td>\n","      <td>22.0</td>\n","      <td>15.0</td>\n","      <td>12.0</td>\n","      <td>41.0</td>\n","      <td>17.0</td>\n","      <td>50.0</td>\n","      <td>37.0</td>\n","      <td>54.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>07002</td>\n","      <td>50.0</td>\n","      <td>55.0</td>\n","      <td>23.0</td>\n","      <td>37.0</td>\n","      <td>80.0</td>\n","      <td>50.0</td>\n","      <td>49.0</td>\n","      <td>41.0</td>\n","      <td>52.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>07003</td>\n","      <td>60.0</td>\n","      <td>34.0</td>\n","      <td>21.0</td>\n","      <td>7.0</td>\n","      <td>74.0</td>\n","      <td>24.0</td>\n","      <td>64.0</td>\n","      <td>47.0</td>\n","      <td>66.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>07004</td>\n","      <td>93.0</td>\n","      <td>19.0</td>\n","      <td>7.0</td>\n","      <td>14.0</td>\n","      <td>16.0</td>\n","      <td>22.0</td>\n","      <td>104.0</td>\n","      <td>44.0</td>\n","      <td>121.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>07005</td>\n","      <td>34.0</td>\n","      <td>20.0</td>\n","      <td>9.0</td>\n","      <td>34.0</td>\n","      <td>21.0</td>\n","      <td>17.0</td>\n","      <td>36.0</td>\n","      <td>27.0</td>\n","      <td>40.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>572</th>\n","      <td>08887</td>\n","      <td>6.0</td>\n","      <td>4.0</td>\n","      <td>7.0</td>\n","      <td>10.0</td>\n","      <td>2.0</td>\n","      <td>3.0</td>\n","      <td>7.0</td>\n","      <td>18.0</td>\n","      <td>5.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>573</th>\n","      <td>08889</td>\n","      <td>28.0</td>\n","      <td>10.0</td>\n","      <td>26.0</td>\n","      <td>9.0</td>\n","      <td>6.0</td>\n","      <td>12.0</td>\n","      <td>31.0</td>\n","      <td>33.0</td>\n","      <td>33.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>574</th>\n","      <td>08901</td>\n","      <td>102.0</td>\n","      <td>146.0</td>\n","      <td>95.0</td>\n","      <td>95.0</td>\n","      <td>292.0</td>\n","      <td>97.0</td>\n","      <td>95.0</td>\n","      <td>122.0</td>\n","      <td>94.0</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>575</th>\n","      <td>08902</td>\n","      <td>65.0</td>\n","      <td>36.0</td>\n","      <td>17.0</td>\n","      <td>25.0</td>\n","      <td>52.0</td>\n","      <td>31.0</td>\n","      <td>69.0</td>\n","      <td>59.0</td>\n","      <td>76.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>576</th>\n","      <td>08904</td>\n","      <td>50.0</td>\n","      <td>22.0</td>\n","      <td>29.0</td>\n","      <td>34.0</td>\n","      <td>28.0</td>\n","      <td>18.0</td>\n","      <td>55.0</td>\n","      <td>47.0</td>\n","      <td>61.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>577 rows × 23 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-155dfac6-3033-4788-a792-2f482f7ad782')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 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 <th>Student_RobberiesCateg</th>\n","      <th>Student_AssaultsCateg</th>\n","      <th>Student_PropertyCrimesCateg</th>\n","      <th>Student_BurglariesCateg</th>\n","      <th>Student_LarceniesCateg</th>\n","      <th>Student_VehicleTheftsCateg</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>07001</td>\n","      <td>46.0</td>\n","      <td>22.0</td>\n","      <td>15.0</td>\n","      <td>12.0</td>\n","      <td>41.0</td>\n","      <td>17.0</td>\n","      <td>50.0</td>\n","      <td>37.0</td>\n","      <td>54.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>07002</td>\n","      <td>50.0</td>\n","      <td>55.0</td>\n","      <td>23.0</td>\n","      <td>37.0</td>\n","     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<td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>572</th>\n","      <td>08887</td>\n","      <td>6.0</td>\n","      <td>4.0</td>\n","      <td>7.0</td>\n","      <td>10.0</td>\n","      <td>2.0</td>\n","      <td>3.0</td>\n","      <td>7.0</td>\n","      <td>18.0</td>\n","      <td>5.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>573</th>\n","      <td>08889</td>\n","      <td>28.0</td>\n","      <td>10.0</td>\n","      <td>26.0</td>\n","      <td>9.0</td>\n","      <td>6.0</td>\n","      <td>12.0</td>\n","      <td>31.0</td>\n","      <td>33.0</td>\n","      <td>33.0</td>\n","      <td>...</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","    </tr>\n","    <tr>\n","      <th>574</th>\n","      <td>08901</td>\n","      <td>102.0</td>\n","      <td>146.0</td>\n","      <td>95.0</td>\n","      <td>95.0</td>\n","      <td>292.0</td>\n","      <td>97.0</td>\n","      <td>95.0</td>\n","      <td>122.0</td>\n","      <td>94.0</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>High</td>\n","      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  HS_LarceniesIndex_2020       574 non-null    float64\n"," 10  HS_VehicleTheftsIndex_2020   574 non-null    float64\n"," 11  HS_AreaPopulation_2020       574 non-null    float64\n"," 12  HS_Area                      577 non-null    float64\n"," 13  HS_TotalCrimesCateg          577 non-null    object \n"," 14  HS_PersonalCrimesCateg       577 non-null    object \n"," 15  HS_MurdersCateg              577 non-null    object \n"," 16  HS_RapesCateg                577 non-null    object \n"," 17  HS_RobberiesCateg            577 non-null    object \n"," 18  HS_AssaultsCateg             577 non-null    object \n"," 19  HS_PropertyCrimesCateg       577 non-null    object \n"," 20  HS_BurglariesCateg           577 non-null    object \n"," 21  HS_LarceniesCateg            577 non-null    object \n"," 22  HS_VehicleTheftsCateg        577 non-null    object \n","dtypes: float64(12), object(11)\n","memory usage: 103.8+ KB\n","None\n","\n","<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 577 entries, 0 to 576\n","Data columns (total 23 columns):\n"," #   Column                            Non-Null Count  Dtype  \n","---  ------                            --------------  -----  \n"," 0   Student_Crime_ZIP                 577 non-null    object \n"," 1   Student_CrimesIndex_2020          574 non-null    float64\n"," 2   Student_PersonalCrimesIndex_2020  574 non-null    float64\n"," 3   Student_MurdersIndex_2020         574 non-null    float64\n"," 4   Student_RapesIndex_2020           574 non-null    float64\n"," 5   Student_RobberiesIndex_2020       574 non-null    float64\n"," 6   Student_AssaultsIndex_2020        574 non-null    float64\n"," 7   Student_PropertyCrimesIndex_2020  574 non-null    float64\n"," 8   Student_BurglariesIndex_2020      574 non-null    float64\n"," 9   Student_LarceniesIndex_2020       574 non-null    float64\n"," 10  Student_VehicleTheftsIndex_2020   574 non-null    float64\n"," 11  Student_AreaPopulation_2020       574 non-null    float64\n"," 12  Student_Area                      577 non-null    float64\n"," 13  Student_TotalCrimesCateg          577 non-null    object \n"," 14  Student_PersonalCrimesCateg       577 non-null    object \n"," 15  Student_MurdersCateg              577 non-null    object \n"," 16  Student_RapesCateg                577 non-null    object \n"," 17  Student_RobberiesCateg            577 non-null    object \n"," 18  Student_AssaultsCateg             577 non-null    object \n"," 19  Student_PropertyCrimesCateg       577 non-null    object \n"," 20  Student_BurglariesCateg           577 non-null    object \n"," 21  Student_LarceniesCateg            577 non-null    object \n"," 22  Student_VehicleTheftsCateg        577 non-null    object \n","dtypes: float64(12), object(11)\n","memory usage: 103.8+ KB\n","None\n"]}],"source":["print(hs_crime_df.info())\n","print()\n","print(student_crime_df.info())"]},{"cell_type":"markdown","metadata":{"id":"F4_Gge-pkTHH"},"source":["#### <font color=darkorange>Merge with `UB_AllSchools`</font>"]},{"cell_type":"markdown","metadata":{"id":"ESad8n0HkfwZ"},"source":["##### <font color=lightsalmon>*For the High School's Area*</font>"]},{"cell_type":"code","execution_count":55,"metadata":{"id":"_51Lc2a3kWZr","executionInfo":{"status":"ok","timestamp":1658871607636,"user_tz":240,"elapsed":39,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Merge with Upward Bound, High School, and College Data Using High School's Zip Code\n","UB_Schools_Crime = pd.merge(UB_AllSchools, hs_crime_df, how=\"left\", left_on=\"HS_ZIP\", right_on=\"HS_Crime_ZIP\")"]},{"cell_type":"markdown","metadata":{"id":"SbinGaV0CXb2"},"source":["##### <font color=darkturquoise>*Check for Missing Values*</font>"]},{"cell_type":"code","execution_count":56,"metadata":{"id":"T9L8TjollczK","executionInfo":{"status":"ok","timestamp":1658871607637,"user_tz":240,"elapsed":39,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"33571b64-8553-4be8-8b57-7d9b5ac63767"},"outputs":[{"output_type":"stream","name":"stdout","text":["Size of DataFrame:  (146, 108)\n","Size of DataFrame after Dropping Null Values:  (146, 108)\n"]}],"source":["print(\"Size of DataFrame: \", UB_Schools_Crime.shape)\n","print(\"Size of DataFrame after Dropping Null Values: \", UB_Schools_Crime.dropna().shape)"]},{"cell_type":"code","execution_count":57,"metadata":{"id":"NeOPLj_qlfKC","executionInfo":{"status":"ok","timestamp":1658871607639,"user_tz":240,"elapsed":34,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Remove the HS_Crime_ZIP Column\n","## This is No Longer Needed and is Redundant with HS_ZIP\n","UB_Schools_Crime.drop(\"HS_Crime_ZIP\", axis=1, inplace=True)"]},{"cell_type":"markdown","metadata":{"id":"viZuPX-rloDA"},"source":["##### <font color=lightsalmon>*For the Student's Area*</font>"]},{"cell_type":"code","execution_count":58,"metadata":{"id":"TGpeHweWlqh2","executionInfo":{"status":"ok","timestamp":1658871607643,"user_tz":240,"elapsed":37,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Merge with Upward Bound, High School, and College Data Using Student's Zip Code\n","final_df = pd.merge(UB_Schools_Crime, student_crime_df, how=\"left\", left_on=\"Student_ZIP\", right_on=\"Student_Crime_ZIP\")"]},{"cell_type":"markdown","metadata":{"id":"cqWHcwMHCp1v"},"source":["##### <font color=darkturquoise>*Check for Missing Values*</font>"]},{"cell_type":"code","execution_count":59,"metadata":{"id":"K1cyrETZl4no","executionInfo":{"status":"ok","timestamp":1658871607645,"user_tz":240,"elapsed":37,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"3b0a1fd2-0178-40ea-f429-1d5ba14987ce"},"outputs":[{"output_type":"stream","name":"stdout","text":["Size of DataFrame:  (146, 130)\n","Size of DataFrame after Dropping Null Values:  (146, 130)\n"]}],"source":["print(\"Size of DataFrame: \", final_df.shape)\n","print(\"Size of DataFrame after Dropping Null Values: \", final_df.dropna().shape)"]},{"cell_type":"code","execution_count":60,"metadata":{"id":"VRMOBCJmmBFJ","executionInfo":{"status":"ok","timestamp":1658871607646,"user_tz":240,"elapsed":34,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["# Remove the Student_Crime_ZIP Column\n","## This is No Longer Needed and is Redundant with Student_ZIP\n","final_df.drop(\"Student_Crime_ZIP\", axis=1, inplace=True)"]},{"cell_type":"markdown","metadata":{"id":"oawB3_d4Cyg8"},"source":["## <font color=royalblue>Compute the Distances</font>"]},{"cell_type":"markdown","metadata":{"id":"0o5_88e5DDqO"},"source":["#### <font color=darkviolet>Student's Distance to High School</font>"]},{"cell_type":"code","execution_count":61,"metadata":{"id":"VJaZJZJNDKES","executionInfo":{"status":"ok","timestamp":1658871607647,"user_tz":240,"elapsed":34,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["final_df[\"Distance_to_HS\"] = final_df.apply(lambda x: get_distance(x.Student_Lat, x.Student_Long, x.HS_Lat, x.HS_Long), axis=1)"]},{"cell_type":"markdown","metadata":{"id":"0qj-GY4JDNys"},"source":["#### <font color=darkviolet>Student's Distance to College</font>"]},{"cell_type":"code","execution_count":62,"metadata":{"id":"QB9d3SNQDOJs","executionInfo":{"status":"ok","timestamp":1658871607648,"user_tz":240,"elapsed":34,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"outputs":[],"source":["final_df[\"Distance_to_PS\"] = final_df.apply(lambda x: get_distance(x.Student_Lat, x.Student_Long, x.PS_Lat, x.PS_Long), axis=1)"]},{"cell_type":"markdown","metadata":{"id":"Y1Or-oHLmII_"},"source":["## <font color=royalblue>Write the Final Dataset to a .csv File</font>"]},{"cell_type":"markdown","source":["##### <font color=darkturquoise>*Add a Hashtag Infront of the Two Zip Code Variables (Student and High School) to Use in Code #5*</font>"],"metadata":{"id":"3M5XILowbf_F"}},{"cell_type":"code","source":["final_df[\"Student_ZIP\"] = final_df.Student_ZIP.transform(lambda x: \"#\" + str(x))\n","final_df[\"HS_ZIP\"] = final_df.HS_ZIP.transform(lambda x: \"#\" + str(x))"],"metadata":{"id":"8K2pr6FCbluH","executionInfo":{"status":"ok","timestamp":1658871607861,"user_tz":240,"elapsed":246,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}}},"execution_count":63,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"EcxoAPuJq0rC"},"source":["##### <font color=darkturquoise>*Drop the Unnecessary Columns*</font>"]},{"cell_type":"code","execution_count":64,"metadata":{"id":"X4qZGPrA-D87","executionInfo":{"status":"ok","timestamp":1658871607863,"user_tz":240,"elapsed":20,"user":{"displayName":"Colette Barca","userId":"07002218744542087387"}},"colab":{"base_uri":"https://localhost:8080/","height":488},"outputId":"664478d3-50f1-4924-9826-28fdc8d02ece"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["     Gender  Hispanic  AmerInd  Asian  Black  White  Hawaiian  Multinational  \\\n","0         1         0        0      1      0      0         0              0   \n","1         1         0        0      0      1      0         0              0   \n","2         1         1        0      0      0      0         0              0   \n","3         1         0        0      0      1      0         0              0   \n","4         1         0        0      0      1      0         0              0   \n","..      ...       ...      ...    ...    ...    ...       ...            ...   \n","141       0         0        0      0      1      0         0              0   \n","142       1         1        0      0      0      1         0              1   \n","143       0         1        0      0      0      1         0              1   \n","144       1         1        0      0      0      0         0              0   \n","145       0         0        0      0      1      0         1              1   \n","\n","     LimitedEnglish  Eligibility  ...  Student_MurdersCateg  \\\n","0                 1            1  ...                  High   \n","1                 0            1  ...                  High   \n","2                 0            1  ...                  High   \n","3                 0            1  ...                  High   \n","4                 0            2  ...                  High   \n","..              ...          ...  ...                   ...   \n","141               0            1  ...                  High   \n","142               0            1  ...                  High   \n","143               0            1  ...                  High   \n","144               0            2  ...                  High   \n","145               0            2  ...                  High   \n","\n","     Student_RapesCateg  Student_RobberiesCateg  Student_AssaultsCateg  \\\n","0                   Low                    High                   High   \n","1                   Low                    High                   High   \n","2                   Low                    High                    Low   \n","3                  High                    High                   High   \n","4                  High                    High                   High   \n","..                  ...                     ...                    ...   \n","141                 Low                    High                   High   \n","142                 Low                    High                   High   \n","143                 Low                    High                   High   \n","144                 Low                    High                   High   \n","145                 Low                    High                   High   \n","\n","     Student_PropertyCrimesCateg  Student_BurglariesCateg  \\\n","0                           High                     High   \n","1                            Low                      Low   \n","2                            Low                     High   \n","3                           High                     High   \n","4                           High                     High   \n","..                           ...                      ...   \n","141                         High                     High   \n","142                          Low                     High   \n","143                         High                     High   \n","144                          Low                     High   \n","145                         High                     High   \n","\n","     Student_LarceniesCateg  Student_VehicleTheftsCateg  Distance_to_HS  \\\n","0                       Low                        High        3.922676   \n","1                       Low                        High        0.677924   \n","2                       Low                        High        1.050270   \n","3                       Low                        High        2.263438   \n","4                       Low                        High        1.611439   \n","..                      ...                         ...             ...   \n","141                     Low                        High       21.119729   \n","142                     Low                        High        3.867340   \n","143                     Low                        High        1.338182   \n","144                     Low                        High       20.062405   \n","145                     Low                        High        0.959701   \n","\n","     Distance_to_PS  \n","0         19.596591  \n","1          2.130889  \n","2        111.509517  \n","3         18.169620  \n","4          3.422135  \n","..              ...  \n","141        6.756697  \n","142       18.598110  \n","143       17.132149  \n","144       19.992918  \n","145        4.243514  \n","\n","[146 rows x 107 columns]"],"text/html":["\n","  <div id=\"df-5a49ae8c-9151-4091-9925-dde5394c842f\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Gender</th>\n","      <th>Hispanic</th>\n","      <th>AmerInd</th>\n","      <th>Asian</th>\n","      <th>Black</th>\n","      <th>White</th>\n","      <th>Hawaiian</th>\n","      <th>Multinational</th>\n","      <th>LimitedEnglish</th>\n","      <th>Eligibility</th>\n","      <th>...</th>\n","      <th>Student_MurdersCateg</th>\n","      <th>Student_RapesCateg</th>\n","      <th>Student_RobberiesCateg</th>\n","      <th>Student_AssaultsCateg</th>\n","      <th>Student_PropertyCrimesCateg</th>\n","      <th>Student_BurglariesCateg</th>\n","      <th>Student_LarceniesCateg</th>\n","      <th>Student_VehicleTheftsCateg</th>\n","      <th>Distance_to_HS</th>\n","      <th>Distance_to_PS</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>3.922676</td>\n","      <td>19.596591</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>0.677924</td>\n","      <td>2.130889</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>1.050270</td>\n","      <td>111.509517</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>2.263438</td>\n","      <td>18.169620</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>1.611439</td>\n","      <td>3.422135</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>141</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>21.119729</td>\n","      <td>6.756697</td>\n","    </tr>\n","    <tr>\n","      <th>142</th>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>3.867340</td>\n","      <td>18.598110</td>\n","    </tr>\n","    <tr>\n","      <th>143</th>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>1.338182</td>\n","      <td>17.132149</td>\n","    </tr>\n","    <tr>\n","      <th>144</th>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>20.062405</td>\n","      <td>19.992918</td>\n","    </tr>\n","    <tr>\n","      <th>145</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>...</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>High</td>\n","      <td>Low</td>\n","      <td>High</td>\n","      <td>0.959701</td>\n","      <td>4.243514</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>146 rows × 107 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5a49ae8c-9151-4091-9925-dde5394c842f')\"\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","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 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