enhance your_dataset.csv: 

flight_number,scheduled_departure_time,scheduled_arrival_time,flight_duration,weather_condition,crew_on_standby,aircraft_type,destination_airport,delay_minutes
FL1000,2023-01-01 06:00:00,2023-01-01 08:00:00,120,clear,5,A320,JFK,0
FL1001,2023-01-01 08:00:00,2023-01-01 10:00:00,150,rainy,3,B737,LAX,10
FL1002,2023-01-01 10:00:00,2023-01-01 12:00:00,130,stormy,2,A330,ATL,20
FL1003,2023-01-01 12:00:00,2023-01-01 14:00:00,140,clear,4,B747,ORD,0
FL1004,2023-01-01 14:00:00,2023-01-01 16:00:00,135,foggy,3,A320,DFW,15
FL1005,2023-01-01 16:00:00,2023-01-01 18:00:00,145,clear,6,B737,DEN,0
FL1006,2023-01-01 18:00:00,2023-01-01 20:00:00,155,rainy,2,A330,SFO,10
FL1007,2023-01-01 20:00:00,2023-01-01 22:00:00,125,stormy,4,B747,MIA,20
FL1008,2023-01-01 22:00:00,2023-01-02 00:00:00,160,clear,5,A320,LAS,0
FL1009,2023-01-02 00:00:00,2023-01-02 02:00:00,110,foggy,3,B737,SEA,15

based on:

<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <title>Flight Schedule Prediction</title>
    <style>
        body {
            font-family: Arial, sans-serif;
            background-color: #f4f4f4;
            padding: 10px;
            text-align: center;
        }
        .container {
            max-width: 600px;
            margin: auto;
            background: white;
            padding: 20px;
            border-radius: 8px;
            box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);
        }
        label {
            margin-top: 10px;
            display: block;
            font-weight: bold;
        }
        input, select {
            width: 100%;
            padding: 8px;
            margin-top: 5px;
            border-radius: 4px;
            border: 1px solid #ddd;
        }
        button {
            width: 100%;
            padding: 10px;
            background-color: #007bff;
            color: white;
            border: none;
            border-radius: 4px;
            cursor: pointer;
            margin-top: 20px;
        }
        button:hover {
            background-color: #0056b3;
        }
        #predictionResult {
            margin-top: 20px;
            padding: 10px;
            border-radius: 4px;
            background-color: #f8f8f8;
            border: 1px solid #ddd;
        }
    </style>
</head>
<body>
    <div class="container">
        <h1>Flight Schedule Prediction</h1>
        <form id="predictionForm">
            <!--input is zulu time-->>
            <label for="departureTime">Departure Time (HH:MM):</label>
            <input type="text" id="departureTime" name="departureTime" pattern="\d{2}:\d{2}" required title="Enter time in HH:MM format">
            <label for="arrivalTime">Arrival Time (HH:MM):</label>
            <input type="text" id="arrivalTime" name="arrivalTime" pattern="\d{2}:\d{2}" required title="Enter time in HH:MM format">

            <label for="weatherCondition">Weather Condition:</label>
            <select id="weatherCondition" name="weatherCondition" required>
                <option value="">--Select Weather Condition--</option>
                <option value="clear">Clear</option>
                <option value="rainy">Rainy</option>
                <option value="stormy">Stormy</option>
                <option value="foggy">Foggy</option>
            </select>

            <label for="crewOnStandby">Crew on Standby:</label>
            <input type="number" id="crewOnStandby" name="crewOnStandby" min="1" required>

            <label for="aircraftType">Aircraft Type:</label>
            <input type="text" id="aircraftType" name="aircraftType" required>

            <label for="destinationAirport">Destination Airport:</label>
            <input type="text" id="destinationAirport" name="destinationAirport" required>

            <label for="departureAirport">Departure Airport:</label>
            <input type="text" id="departureAirport" name="departureAirport" required>

            <label for="departureCityCode">Departure City Code:</label>
            <input type="text" id="departureCityCode" name="departureCityCode" maxlength="3" required>

            <label for="fullRouting">Full Routing:</label>
            <input type="text" id="fullRouting" name="fullRouting" maxlength="12" required>

            <label for="generalEquipmentType">General Equipment Type:</label>
            <input type="text" id="generalEquipmentType" name="generalEquipmentType" maxlength="3" required>

            <label for="elapsedJourneyTime">Elapsed Journey Time:</label>
            <input type="text" id="elapsedJourneyTime" name="elapsedJourneyTime" maxlength="5" required>

            <label for="scheduleFingerprint">Schedule Fingerprint:</label>
            <input type="text" id="scheduleFingerprint" name="scheduleFingerprint" maxlength="64" required>

            <label for="passengerClasses">Passenger Classes:</label>
            <input type="text" id="passengerClasses" name="passengerClasses" maxlength="52" required>

            <button type="submit">Predict</button>
        </form>

        <div id="predictionResult"></div>
    </div>

    <script src="script.js"></script>
</body>
</html>