Is it possible to improve the efficiency of those linq requests? I use two different loops... Can you help me to optimize this code?
        double[] x = { 2, 3, 1, 5, 7, 2, 3 };
        double[] y = { 1, 2, 3, 4, 5, 6, 7 };            
        IEnumerable<int> range = Enumerable.Range(0, x.Length);
        double[] y_sorted = (from n in range orderby x[n] select y[n]).ToArray();
        double[] x_sorted = (from n in range orderby x[n] select x[n]).ToArray();
This code in python is like that if you prefer:
        x_index = argsort(x)
        x_sorted = [x[i] for i in x_index]
        y_sorted = [y[i] for i in x_index]
you will notice that, in this python code, i use only one sort. that's not the case of this c# code.
we should get at the end:
        x_sorted = { 1, 2, 2, 3, 3, 5, 7 }
        y_sorted = { 3, 1, 6, 2, 7, 4, 5 }
Fred
Edit: I use the program of Diadistis (after a small correction)
So here we go: Array.Sort(x, y) (0.05) is the fastest way following (0.18) by
        int[] x_index = Enumerable.Range(0, x.Length).OrderBy(i => x[i]).ToArray();
        double[] x_sorted = x_index.Select(i => x[i]).ToArray();
        double[] y_sorted = x_index.Select(i => y[i]).ToArray();
The other solutions are quite equivalent (~0.35) in time consumption on my pc.
If someone have an interesting idea, I will profile it and update this post.
It's ok but I'd prefer a simpler syntax :
double[] x = { 2, 3, 1, 5, 7, 2, 3 };
double[] y = { 2, 3, 1, 5, 7, 2, 3 };
double[] x_sorted = x.OrderBy(d => d).ToArray();
double[] y_sorted = y.OrderBy(d => d).ToArray();
Edit:
Argh... I failed to spot that this was an associative array sort.
double[] x = { 2, 3, 1, 5, 7, 2, 3 };
double[] y = { 1, 2, 3, 4, 5, 6, 7 };  
double[] y_sorted = y.Clone() as double[];
double[] x_sorted = x.Clone() as double[];
Array.Sort(x_sorted, y_sorted);
Edit 2 1/2
And some performance tests :
public class Program
{
    delegate void SortMethod(double[] x, double[] y);
    private const int ARRAY_SIZE = 3000000;
    private static Random RandomNumberGenerator = new Random();
    private static double[] x = GenerateTestData(ARRAY_SIZE);
    private static double[] y = GenerateTestData(ARRAY_SIZE);
    private static double[] GenerateTestData(int count)
    {
        var data = new double[count];
        for (var i = 0; i < count; i++)
        {
            data[i] = RandomNumberGenerator.NextDouble();
        }
        return data;
    }
    private static void SortMethod1(double[] x, double[] y)
    {
        Array.Sort(x, y);
    }
    private static void SortMethod2(double[] x, double[] y)
    {
        IEnumerable<int> range = Enumerable.Range(0, x.Length);
        x = (from n in range orderby x[n] select y[n]).ToArray();
        y = (from n in range orderby x[n] select x[n]).ToArray();
    }
    private static void SortMethod3(double[] x, double[] y)
    {
        int[] x_index = 
            Enumerable.Range(0, x.Length).OrderBy(i => x[i]).ToArray();
        x = x_index.Select(i => x[i]).ToArray();
        y = x_index.Select(i => y[i]).ToArray();
    }
    private static void SortMethod4(double[] x, double[] y)
    {
        int[] range =
            Enumerable.Range(0, x.Length).OrderBy(i => x[i]).ToArray();
        var q = (
            from n in range
            orderby x[n]
            select new { First = x[n], Second = y[n] }).ToArray();
        x = q.Select(t => t.First).ToArray();
        y = q.Select(t => t.Second).ToArray();
    }
    private static void SortMethodPerformanceTest(SortMethod sortMethod)
    {
        double[] y_sorted = y.Clone() as double[];
        double[] x_sorted = x.Clone() as double[];
        var sw = new Stopwatch();
        sw.Start();
        sortMethod.Invoke(x_sorted, y_sorted);
        sw.Stop();
        Console.WriteLine(
            string.Format(
                "{0} : {1}",
                sortMethod.Method.Name,
                sw.Elapsed));
    }
    static void Main(string[] args)
    {
        Console.WriteLine("For array length : " + ARRAY_SIZE);
        Console.WriteLine("------------------------------");
        SortMethodPerformanceTest(SortMethod1);
        SortMethodPerformanceTest(SortMethod2);
        SortMethodPerformanceTest(SortMethod3);
        SortMethodPerformanceTest(SortMethod4);
        Console.WriteLine("Press any key to continue...");
        Console.ReadKey();
    }
}
And the results :
For array length : 3000000 ------------------------------ SortMethod1 : 00:00:00.6088503 // Array.Sort(Array, Array) SortMethod2 : 00:00:07.9583779 // Original SortMethod3 : 00:00:04.5023336 // dtb's Linq Alternative SortMethod4 : 00:00:06.6115911 // Christian's Linq Alternative
If I read your code correctly, you're trying to sort two arrays by the elements of the first array.
The literal translation of your Python code to C# would be something like this:
int[] x_index = Enumerable.Range(0, x.Length).OrderBy(i => x[i]).ToArray();
double[] x_sorted = x_index.Select(i => x[i]).ToArray();
double[] y_sorted = x_index.Select(i => y[i]).ToArray();
Alternatively, you could zip the two arrays to an enumerable of tuples and then sort this by the first item:
var sorted = Enumerable.Zip(x, y, Tuple.Create<double, double>)
                       .OrderBy(t => t.Item1)
                       .ToArray();
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