In what situations should PHP developers consider normalizing data fields, such as temperature values, in a database, and what are the implications of not doing so?

PHP developers should consider normalizing data fields, such as temperature values, in a database when there is a need to ensure data consistency, optimize storage space, and improve query performance. Normalizing temperature values, for example, can help avoid redundancy and inconsistencies in the data, as well as make it easier to perform calculations or comparisons. If normalization is not done, it can lead to data duplication, increased storage requirements, and potential data integrity issues.

// Example of normalizing temperature values in a database table
// Assuming we have a table called 'temperature_data' with columns 'id', 'location', 'temperature', and 'unit'

// Create a new table called 'normalized_temperature_data' to store normalized temperature values
// with columns 'id', 'location', 'temperature_celsius'

// Retrieve temperature data from the original table
$query = "SELECT * FROM temperature_data";
$result = mysqli_query($connection, $query);

// Normalize temperature values and insert them into the new table
while ($row = mysqli_fetch_assoc($result)) {
    if ($row['unit'] == 'F') {
        $temperature_celsius = ($row['temperature'] - 32) * (5/9);
    } else {
        $temperature_celsius = $row['temperature'];
    }
    
    $insert_query = "INSERT INTO normalized_temperature_data (id, location, temperature_celsius) VALUES ('{$row['id']}', '{$row['location']}', '{$temperature_celsius}')";
    mysqli_query($connection, $insert_query);
}