| | <!DOCTYPE html>
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| | <html lang="en">
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| | <head>
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| | <meta charset="UTF-8">
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| | <meta name="viewport" content="width=device-width, initial-scale=1.0">
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| | <title>Dataset Display</title>
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| | <link rel="stylesheet" href="{{ url_for('static', filename='datasetstyling.css') }}">
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| | </head>
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| | <body>
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| |
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| |
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| | <div class="navbar">
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| | <div class="logo">
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| | <img src="{{ url_for('static', filename='images/logo.png') }}" alt="Company Logo">
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| | </div>
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| | <div class="navbar-links">
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| | <a href="/">Home</a>
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| | <div class="dropdown">
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| | <button class="dropbtn">Predict</button>
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| | <div class="dropdown-content">
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| | <a href="/predict/insurance">Insurance</a>
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| | <a href="/predict/app">App</a>
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| | </div>
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| | </div>
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| | <div class="dropdown">
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| | <button class="dropbtn">Analysis</button>
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| | <div class="dropdown-content">
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| | <a href="/analysis/insurance">Insurance</a>
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| | <a href="/analysis/app">App</a>
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| | </div>
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| | </div>
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| | <a href="/dataset">Dataset</a>
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| | </div>
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| | </div>
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| |
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| |
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| | <div class="dataset-container">
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| | <h1>Dataset Display :</h1>
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| | <div class="scrollbar">
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| | <table>
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| | <thead>
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| | <tr>
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| | <th>Car Company</th>
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| | <th>Accident Area</th>
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| | <th>Owner Gender</th>
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| | <th>Owner Age</th>
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| | <th>Fault</th>
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| | <th>Car Category</th>
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| | <th>Car Price</th>
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| | <th>Is Fraud</th>
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| | <th>Police Report Filed</th>
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| | <th>Witness Present</th>
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| | <th>Agent Type</th>
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| | <th>Number of Suppliments</th>
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| | <th>Base Policy</th>
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| | <th>Is Address Changed</th>
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| | <th>Past Number of Claims</th>
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| | </tr>
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| | </thead>
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| | <tbody>
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| |
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| | {% for index, row in df.iterrows() %}
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| | <tr>
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| | <td>{{ row['CarCompany'] }}</td>
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| | <td>{{ row['AccidentArea'] }}</td>
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| | <td>{{ row['OwnerGender'] }}</td>
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| | <td>{{ row['OwnerAge'] }}</td>
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| | <td>{{ row['Fault'] }}</td>
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| | <td>{{ row['CarCategory'] }}</td>
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| | <td>{{ row['CarPrice'] }}</td>
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| | <td>{{ row['IsFraud'] }}</td>
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| | <td>{{ row['PoliceReportFiled'] }}</td>
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| | <td>{{ row['WitnessPresent'] }}</td>
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| | <td>{{ row['AgentType'] }}</td>
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| | <td>{{ row['NumberOfSuppliments'] }}</td>
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| | <td>{{ row['BasePolicy'] }}</td>
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| | <td>{{ row['IsAddressChanged'] }}</td>
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| | <td>{{ row['PastNumberOfClaims'] }}</td>
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| | </tr>
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| | {% endfor %}
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| | </tbody>
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| | </table>
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| | </div>
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| | </div>
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| |
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| |
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| | <div class="plots-container">
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| | <div class="row">
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| | <div class="plot">
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| | <img src="data:image/png;base64,{{ plot1 }}" alt="Plot 1">
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| | </div>
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| | <div class="plot">
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| | <img src="data:image/png;base64,{{ plot2 }}" alt="Plot 2">
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| | </div>
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| | </div>
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| | <div class="row">
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| | <div class="plot">
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| | <img src="data:image/png;base64,{{ plot3 }}" alt="Plot 3">
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| | </div>
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| | <div class="plot">
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| | <img src="data:image/png;base64,{{ plot4 }}" alt="Plot 4">
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| | </div>
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| | </div>
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| | <div class="row">
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| | <div class="plot">
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| | <img src="data:image/png;base64,{{ plot5 }}" alt="Plot 5">
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| | </div>
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| | <div class="plot">
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| | <img src="data:image/png;base64,{{ plot6 }}" alt="Plot 6">
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| | </div>
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| | </div>
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| | <div class="row">
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| | <div class="plot">
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| | <img src="data:image/png;base64,{{ plot7 }}" alt="Plot 7">
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| | </div>
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| | <div class="plot">
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| | <img src="data:image/png;base64,{{ plot8 }}" alt="Plot 8">
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| | </div>
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| | </div>
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| | <div class="row">
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| | <div class="plot">
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| | <img src="data:image/png;base64,{{ plot9 }}" alt="Plot 9">
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| | </div>
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| | <div class="plot">
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| | <img src="data:image/png;base64,{{ plot10 }}" alt="Plot 10">
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| | </div>
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| | </div>
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| | </div>
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| |
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| | <div class="dataset-container">
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| | <h1>Unique Values in Dataset Columns:</h1>
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| | <table>
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| | <thead>
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| | <tr>
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| | <th>Column Name</th>
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| | <th>Unique Values</th>
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| | </tr>
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| | </thead>
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| | <tbody>
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| | {% for column in df.columns %}
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| | {% if df[column].dtype == 'object' %}
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| | <tr>
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| | <td>{{ column }}</td>
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| | <td>
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| | <ul>
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| | {% for value in df[column].unique() %}
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| | <li>{{ value }}</li>
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| | {% endfor %}
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| | </ul>
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| | </td>
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| | </tr>
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| | {% endif %}
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| | {% endfor %}
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| | </tbody>
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| | </table>
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| | </div>
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| |
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| |
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| | <div class="dataset-container">
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| | <h1>Additional Information:</h1>
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| | <table>
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| | <thead>
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| | <tr>
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| | <th>Total Rows</th>
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| | <th>Total Features</th>
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| | <th>Output Feature</th>
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| | <th>Most Important Input</th>
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| | <th>Total Fraud</th>
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| | <th>Total Non-Fraud</th>
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| | <th>Least Important Input</th>
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| | </tr>
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| | </thead>
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| | <tbody>
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| | <tr>
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| |
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| | <td>16184</td>
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| | <td>15</td>
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| | <td>IsFraud</td>
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| | <td>Base Policy</td>
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| | <td>8613</td>
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| | <td>7571</td>
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| | <td>Witness present</td>
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| | </tr>
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| | </tbody>
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| | </table>
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| | </div>
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| | </body>
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| | </html>
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