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Número de parâmetro inválido na declaração preparada do PDO


caramba, eu encontrei o problema depois de horas ...
// $connection is the PDO object;
// $full_data contains:
// $full_data[$i]["address"]
// $full_data[$i]["phone"]
// $full_data[$i]["email"]
// $full_data[$i]["user_id"]
// ==> $full_data[$i]["surname"] // not used but present
// ==> $full_data[$i]["name"] // not used but present

os dados da matriz não salvos na consulta ["surname"] e ["name"] gere o erro. Parece que execute (); precisa de uma estrutura de dados de matriz precisa. Resolvi o problema usando isto:
$sql = "UPDATE users_table SET city = :address, phone = :phone, email = :email, admin_id = :admin_id, admin_name = :admin_name WHERE user_id = :user_id";
$statement = $connection->prepare ($sql);

// must be removed ==> $statement->bindParam (':admin_id', trim($admin_id), PDO::PARAM_INT);
// must be removed ==> $statement->bindParam (':admin_name', trim($admin_name), PDO::PARAM_STR);

for ($i = 0; $i < count($full_data); $i++) {
    $full_data[$i]["admin_name"] = "the admin name";
    $full_data[$i]["admin_id"] = "100";
    unset ($full_data[$i]["surname"]); // IMPORTANT: must remove the unused vars
    unset ($full_data[$i]["name"]); // IMPORTANT: must remove the unused vars
}



foreach ($full_data as $value) {
    // bindParam can be avoided, but it's recommended for data type security
    $statement->bindParam(':address', trim($value['address']), PDO::PARAM_STR);
    $statement->bindParam(':phone', trim($value['phone']), PDO::PARAM_STR);
    $statement->bindParam(':email', trim($value['email']), PDO::PARAM_STR);
    $statement->bindParam(':admin_id', trim($value['admin_id']), PDO::PARAM_INT);
    $statement->bindParam(':admin_name', trim($value['admin_name']), PDO::PARAM_STR);

    $ok = $statement->execute ($value);
    $num = $statement->rowCount ();
}

} catch (PDOException $e) {
    return $e->getMessage ();
}