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Analisis Portofolio Valuta Asing Menggunakan Algoritma Genetika Berbasis Multi Agent

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(1)

LISTING PROGRAM

using System; Form Menu Utama

using System.Collections.Generic; using System.ComponentModel; using System.Data;

using System.Drawing; using System.Linq; using System.Text;

using System.Windows.Forms;

namespace PrediksiValas {

public partial class MDIParent1 : Form {

Kelas kelas = new Kelas(); public MDIParent1()

{

InitializeComponent(); }

private void MDIParent1_Load(object sender, EventArgs e) {

}

private void exitToolStripMenuItem_Click(object sender, EventArgs e)

{

this.Close(); }

private void aboutToolStripMenuItem_Click(object sender, EventArgs e)

{

AboutBox1 frm = new AboutBox1(); //frm.MdiParent = this;

frm.Show(); }

private void helpToolStripMenuItem_Click(object sender, EventArgs e)

{

Helps frm = new Helps(); //frm.MdiParent = this; frm.Show();

}

private void prediksiValasToolStripMenuItem_Click(object sender, EventArgs e)

{

Prediksi frm = new Prediksi(); //frm.MdiParent = this;

frm.Show(); }

(2)

using System; Form Prediksi

using System.Collections.Generic; using System.ComponentModel; using System.Data;

using System.Drawing; using System.Linq; using System.Text;

using System.Windows.Forms; using System.IO;

namespace PrediksiValas {

public partial class Prediksi : Form {

int[] kurs;

int banyakPopulasi = 0; //Grafik formGrafik;

Kelas kelas = new Kelas(); public Prediksi()

{

InitializeComponent(); }

private Boolean check() {

Boolean chek = true;

if (txtPath.Text == "" || txtMinyak.Text == "" || txtKrisisEkonomi.Text == "" || txtInflasi.Text == "" ||

txtKrisisMoneter.Text == "" || banyakPopulasi==0) {

chek = false; }

return chek; }

private Boolean check2() {

Boolean chek = true;

if (txtFitnessEkonomi.Text == "" ||

txtFitnessInflasi.Text == "" || txtFitnessKrisisMoneter.Text == "" || txtFitnessMinyak.Text == "")

{

chek = false; }

return chek; }

private void txtFitnessDunia_Load(object sender, EventArgs e) {

//formGrafik = new Grafik(); }

private void btnInput_Click(object sender, EventArgs e) {

openFileDialog1.Title = "Buka File Text Kurs."; openFileDialog1.Filter = "All Files (*.*)|*.*"; openFileDialog1.RestoreDirectory = true;

(3)

if (txtPath.Text != "") {

listBox1.Items.Clear();

FileStream inp = File.OpenRead(txtPath.Text); StreamReader input = new StreamReader(inp); //formGrafik.hapusChart1Series0();

chart1.Series[1].Points.Clear();

int z = 1; try

{

while (input.Peek() > -1) {

String baris = input.ReadLine().Trim(); listBox1.Items.Add(baris);

//formGrafik.chart1.Series[0].Points.AddXY(z, baris);

//chart1.Series[0].Points.AddXY(z, baris); chart1.Series[1].Points.AddXY(z, baris); z++;

} }

finally {

input.Close(); }

banyakPopulasi = listBox1.Items.Count; kurs = new int[banyakPopulasi];

for (int i = 0; i < listBox1.Items.Count; i++) {

kurs[i] =

Convert.ToInt16(listBox1.Items[i].ToString()); }

txtMaxGenerasi.Text = banyakPopulasi.ToString(); }

}

private void openFileDialog1_FileOk(object sender, CancelEventArgs e)

{

Stream strm;

strm = openFileDialog1.OpenFile();

txtPath.Text = openFileDialog1.FileName.ToString(); if (strm != null)

{

strm.Close(); }

}

private void btnFitness_Click(object sender, EventArgs e) {

if (check() != false) {

int mnyk =

kelas.cariFitness(Convert.ToInt32(txtMinyak.Text), banyakPopulasi); int eko =

(4)

int infla =

kelas.cariFitness(Convert.ToInt32(txtInflasi.Text), banyakPopulasi); int mone =

kelas.cariFitness(Convert.ToInt32(txtKrisisMoneter.Text), banyakPopulasi);

txtFitnessMinyak.Text = kelas.desimalKeBiner(mnyk); txtFitnessEkonomi.Text = kelas.desimalKeBiner(eko); txtFitnessInflasi.Text = kelas.desimalKeBiner(infla); txtFitnessKrisisMoneter.Text =

kelas.desimalKeBiner(mone); }

else {

MessageBox.Show("Nilai kromosom belum diisi atau data belum diinput!!");

} }

private void btnRoullette_Click(object sender, EventArgs e) {

if (check2() != false) {

int[] data = new int[4]; data[0] =

Convert.ToInt32(kelas.binerKeDesimal(txtFitnessMinyak.Text)); data[1] =

Convert.ToInt32(kelas.binerKeDesimal(txtFitnessEkonomi.Text)); data[2] =

Convert.ToInt32(kelas.binerKeDesimal(txtFitnessInflasi.Text)); data[3] =

Convert.ToInt32(kelas.binerKeDesimal(txtFitnessKrisisMoneter.Text));

int[] terpilih = kelas.rouletteWheel(data); txtKromosom1.Text =

kelas.desimalKeBiner(data[terpilih[0]]); txtKromosom2.Text = kelas.desimalKeBiner(data[terpilih[1]]); }

else {

MessageBox.Show("Tahap pengisian data belum selesai!");

} }

private void button1_Click(object sender, EventArgs e) {

if (txtKromosom1.Text != "" || txtKromosom2.Text != "") {

String crossOver = kelas.crossOver(txtKromosom1.Text, txtKromosom2.Text);

int split = crossOver.Length / 2;

String biner1 = crossOver.Substring(0, split); String biner2 = crossOver.Substring(split);

(5)

else {

MessageBox.Show("Roullette Wheel belum diproses!"); }

}

private void btnMutation_Click(object sender, EventArgs e) {

if (txtCrossOver1.Text != "" || txtCrossOver2.Text != "" || txtMaxGenerasi.Text != "")

{

listBox3.Items.Clear(); listBox2.Items.Clear();

//formGrafik.hapusChart1Series1(); chart1.Series[0].Points.Clear(); String biner1 = txtCrossOver1.Text; String biner2 = txtCrossOver2.Text; int total = 0;

int[] hasil = kelas.mutation(biner1, biner2, Convert.ToInt16(txtMaxGenerasi.Text));

for (int i = 0; i < hasil.Length; i++) {

listBox2.Items.Add(hasil[i]); double persenan = 0.0;

if

(Convert.ToDouble(listBox1.Items[i].ToString()) < Convert.ToDouble(hasil[i]))

{

persenan =

Convert.ToDouble(listBox1.Items[i].ToString()) * 0.2; persenan = persenan +

Convert.ToDouble(listBox1.Items[i].ToString());

if (Convert.ToDouble(hasil[i]) > persenan) {

listBox3.Items.Add("Periode ke [" + (i+1) + "], dengan nilai kurs = " + hasil[i] + ", JUAL.");

} else {

listBox3.Items.Add("Periode ke [" + (i + 1) + "], dengan nilai kurs = " + hasil[i] + ", TAHAN.");

} } else {

persenan =

Convert.ToDouble(listBox1.Items[i].ToString()) * 0.2; persenan =

Convert.ToDouble(listBox1.Items[i].ToString()) - persenan;

if (Convert.ToDouble(hasil[i]) < persenan) {

listBox3.Items.Add("Periode ke [" + (i + 1) + "], dengan nilai kurs = " + hasil[i] + ", BELI.");

} else {

(6)

} }

//formGrafik.chart1.Series[1].Points.AddXY(i + 1, hasil[i]);

chart1.Series[0].Points.AddXY(i + 1, hasil[i]); total += hasil[i];

}

//formGrafik.Show(); }

else {

MessageBox.Show("Cross over belum di lakukan, atau nilai maximum generasi belum di input!");

} }

private void btnSimpan_Click(object sender, EventArgs e) {

saveFileDialog1.Title = "Simpan nilai hasil mutasi."; saveFileDialog1.Filter = "Text Files (*.txt)|*.txt"; saveFileDialog1.RestoreDirectory = true;

saveFileDialog1.ShowDialog(); }

private void saveFileDialog1_FileOk(object sender, CancelEventArgs e)

{

TextWriter tw = new

StreamWriter(saveFileDialog1.FileName);

for (int i = 0; i < listBox2.Items.Count; i++) {

tw.WriteLine(listBox2.Items[i].ToString()); }

tw.Close();

}

private void txtInflasi_TextChanged(object sender, EventArgs e)

{

}

private void chart1_Click(object sender, EventArgs e) {

}

}

}

using System; Form Help

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using System.ComponentModel; using System.Data;

using System.Drawing; using System.Linq; using System.Text;

using System.Windows.Forms;

namespace PrediksiValas {

public partial class Helps : Form {

public Helps() {

InitializeComponent(); }

private void Helps_Load(object sender, EventArgs e) {

} } }

using System; Form About

using System.Collections.Generic; using System.ComponentModel; using System.Drawing;

using System.Linq;

using System.Reflection; using System.Windows.Forms;

namespace PrediksiValas {

partial class AboutBox1 : Form {

public AboutBox1() {

InitializeComponent();

this.Text = String.Format("About {0}", AssemblyTitle); this.labelProductName.Text = "Analisis Pemilihan

Portofolio Valuta Asing Menggunakan Algoritma Genetika Berbasis Multi Agent";

this.labelVersion.Text = String.Format("Version {0}", AssemblyVersion);

this.labelCopyright.Text = "Nasan Martua Siregar"; this.labelCompanyName.Text = "Parkiranger Corporation"; this.textBoxDescription.Text = AssemblyDescription; }

#region Assembly Attribute Accessors

public string AssemblyTitle {

(8)

object[] attributes =

Assembly.GetExecutingAssembly().GetCustomAttributes(typeof(AssemblyTi tleAttribute), false);

if (attributes.Length > 0) {

AssemblyTitleAttribute titleAttribute = (AssemblyTitleAttribute)attributes[0];

if (titleAttribute.Title != "") {

return titleAttribute.Title; }

} return

System.IO.Path.GetFileNameWithoutExtension(Assembly.GetExecutingAssem bly().CodeBase);

} }

public string AssemblyVersion {

get {

return

Assembly.GetExecutingAssembly().GetName().Version.ToString(); }

}

public string AssemblyDescription {

get {

object[] attributes =

Assembly.GetExecutingAssembly().GetCustomAttributes(typeof(AssemblyDe scriptionAttribute), false);

if (attributes.Length == 0) {

return ""; }

return

((AssemblyDescriptionAttribute)attributes[0]).Description; }

}

public string AssemblyProduct {

get {

object[] attributes =

Assembly.GetExecutingAssembly().GetCustomAttributes(typeof(AssemblyPr oductAttribute), false);

if (attributes.Length == 0) {

return ""; }

return

((AssemblyProductAttribute)attributes[0]).Product; }

}

(9)

{

get {

object[] attributes =

Assembly.GetExecutingAssembly().GetCustomAttributes(typeof(AssemblyCo pyrightAttribute), false);

if (attributes.Length == 0) {

return ""; }

return

((AssemblyCopyrightAttribute)attributes[0]).Copyright; }

}

public string AssemblyCompany {

get {

object[] attributes =

Assembly.GetExecutingAssembly().GetCustomAttributes(typeof(AssemblyCo mpanyAttribute), false);

if (attributes.Length == 0) {

return ""; }

return

((AssemblyCompanyAttribute)attributes[0]).Company; }

}

#endregion

private void AboutBox1_Load(object sender, EventArgs e) {

}

private void okButton_Click(object sender, EventArgs e) {

this.Close(); }

private void labelProductName_Click(object sender, EventArgs e)

{

} } }

using System;

Kelas Prediksi Valas

using System.Collections.Generic; using System.Linq;

using System.Text;

(10)

{

class Kelas {

public string crossOver(string biner1, string biner2) {

Random rnd = new Random();

int penanda = rnd.Next(biner1.Length); String temp1, temp2;

if (penanda < biner1.Length-1) {

temp1 = biner1.Substring(penanda, 2); temp2 = biner2.Substring(penanda, 2);

biner1 = biner1.Remove(penanda, 2); biner1 = biner1.Insert(penanda, temp2);

biner2 = biner2.Remove(penanda, 2); biner2 = biner2.Insert(penanda, temp1); }

else {

temp1 = biner1.Substring(penanda - 1, 2); temp2 = biner2.Substring(penanda - 1, 2);

biner1 = biner1.Remove(penanda - 1, 2); biner1 = biner1.Insert(penanda - 1, temp2);

biner2 = biner2.Remove(penanda - 1, 2); biner2 = biner2.Insert(penanda - 1, temp1); }

return biner1 + biner2; }

public int binerKeDesimal(string biner) {

int hasil = 0; int multi = 0;

for (int i = biner.Length - 1; i >= 0; i--) {

if (biner.Substring(i, 1) == "1") {

hasil += (int)Math.Pow(2, multi); }

multi++; }

return hasil; }

public string desimalKeBiner(int desimal) {

string biner = ""; int temp = 0;

while (desimal > 0) {

temp = desimal % 2; desimal /= 2;

biner = biner.Insert(0,Convert.ToString(temp)); }

if (biner.Length < 16) {

(11)

for (int i = 0; i < temps; i++) {

biner = biner.Insert(0, "0"); }

}

return biner; }

public int cariFitness(int kromosom, int bnykPopulasi) {

double fit = ((double)bnykPopulasi /

((double)bnykPopulasi + 1.0)) * ((2.2 + (2.0 * 2.0) + (2.01 * (double)kromosom * (double)kromosom)) / (2.0 * (double)kromosom)); return Convert.ToInt32(fit);

}

public int[] rouletteWheel(int[] kromosom) {

Random rnd = new Random(); int[] acak = new int[2];

acak[0] = rnd.Next(kromosom.Length); do

{

acak[1] = rnd.Next(kromosom.Length); } while (acak[1] == acak[0]);

return acak; }

public int[] mutation(String biner1, String biner2, int maxGenerasi)

{

Random rnd = new Random();

int[] hasil = new int[maxGenerasi]; for (int i = 0; i < maxGenerasi; i++) {

int acak = rnd.Next(2); String temp;

if (acak == 0) {

int penanda = rnd.Next(biner1.Length-4) + 3; if (penanda < biner1.Length - 1)

{

temp = biner1.Remove(penanda,2); String a = rnd.Next(2).ToString(); String b = rnd.Next(2).ToString(); temp = temp.Insert(penanda, a + b); hasil[i] = binerKeDesimal(temp); }

else {

temp = biner1.Remove(penanda - 1, 2); String a = rnd.Next(2).ToString(); String b = rnd.Next(2).ToString(); temp = temp.Insert(penanda - 1, a + b); hasil[i] = binerKeDesimal(temp);

} } else {

int penanda = rnd.Next(biner2.Length-4) + 3; if (penanda < biner2.Length - 1)

{

(12)

String a = rnd.Next(2).ToString(); String b = rnd.Next(2).ToString(); temp = temp.Insert(penanda, a + b); hasil[i] = binerKeDesimal(temp); }

else {

temp = biner2.Remove(penanda - 1, 2); String a = rnd.Next(2).ToString(); String b = rnd.Next(2).ToString(); temp = temp.Insert(penanda - 1, a + b); hasil[i] = binerKeDesimal(temp);

} } }

(13)

Kurs IDR-USD 2010

Tanggal/ Bulan/Tahun Kurs Beli IDR-USD

31 Dec 2010 8946.00

30 Dec 2010 8933.00

29 Dec 2010 8969.00

28 Dec 2010 8987.00

27 Dec 2010 8996.00

23 Dec 2010 9003.00

22 Dec 2010 9005.00

21 Dec 2010 8996.00

20 Dec 2010 9000.00

17 Dec 2010 8989.00

16 Dec 2010 8991.00

15 Dec 2010 8973.00

14 Dec 2010 8966.00

13 Dec 2010 8974.00

10 Dec 2010 8970.00

9 Dec 2010 8966.00

8 Dec 2010 8975.00

6 Dec 2010 8963.00

3 Dec 2010 8969.00

2 Dec 2010 8972.00

1 Dec 2010 8987.00

30 Nov 2010 8968.00

29 Nov 2010 8988.00

26 Nov 2010 8921.00

25 Nov 2010 8913.00

24 Nov 2010 8928.00

23 Nov 2010 8900.00

22 Nov 2010 8878.00

19 Nov 2010 8892.00

18 Nov 2010 8914.00

16 Nov 2010 8913.00

15 Nov 2010 8891.00

12 Nov 2010 8873.00

11 Nov 2010 8844.00

10 Nov 2010 8859.00

9 Nov 2010 8860.00

8 Nov 2010 8868.00

5 Nov 2010 8854.00

4 Nov 2010 8864.00

3 Nov 2010 8877.00

2 Nov 2010 8882.00

1 Nov 2010 8876.00

29 Oct 2010 8883.00

28 Oct 2010 8893.00

27 Oct 2010 8883.00

26 Oct 2010 8868.00

25 Oct 2010 8882.00

22 Oct 2010 8891.00

(14)

20 Oct 2010 8895.00

19 Oct 2010 8884.00

18 Oct 2010 8884.00

15 Oct 2010 8878.00

14 Oct 2010 8876.00

13 Oct 2010 8882.00

12 Oct 2010 8884.00

11 Oct 2010 8880.00

8 Oct 2010 8877.00

7 Oct 2010 8882.00

6 Oct 2010 8877.00

5 Oct 2010 8902.00

4 Oct 2010 8877.00

1 Oct 2010 8876.00

30-Sep-10 8879.00

29-Sep-10 8898.00

28-Sep-10 8907.00

27-Sep-10 8906.00

24-Sep-10 8913.00

23-Sep-10 8908.00

22-Sep-10 8906.00

21-Sep-10 8923.00

20-Sep-10 8934.00

17-Sep-10 8940.00

16-Sep-10 8935.00

15-Sep-10 8928.00

14-Sep-10 8909.00

08-Sep-10 8971.00

07-Sep-10 8966.00

06-Sep-10 8944.00

03-Sep-10 8967.00

02-Sep-10 8963.00

01-Sep-10 8989.00

31 Aug 2010 8996.00

30 Aug 2010 8960.00

27 Aug 2010 8945.00

26 Aug 2010 8939.00

25 Aug 2010 8931.00

24 Aug 2010 8929.00

23 Aug 2010 8933.00

20 Aug 2010 8920.00

19 Aug 2010 8922.00

18 Aug 2010 8924.00

16 Aug 2010 8943.00

13 Aug 2010 8945.00

12 Aug 2010 8962.00

11 Aug 2010 8921.00

10 Aug 2010 8908.00

9 Aug 2010 8887.00

6 Aug 2010 8897.00

5 Aug 2010 8911.00

4 Aug 2010 8900.00

(15)

2 Aug 2010 8893.00

30-Jul-10 8907.00

29-Jul-10 8957.00

28-Jul-10 8978.00

27-Jul-10 8969.00

26-Jul-10 8995.00

23-Jul-10 9010.00

22-Jul-10 9024.00

21-Jul-10 9007.00

20-Jul-10 9013.00

19-Jul-10 9031.00

16-Jul-10 9003.00

15-Jul-10 9002.00

14-Jul-10 9003.00

13-Jul-10 9011.00

12-Jul-10 9005.00

09-Jul-10 9019.00

08-Jul-10 9025.00

07-Jul-10 9029.00

06-Jul-10 9043.00

05-Jul-10 9015.00

02-Jul-10 9003.00

01-Jul-10 9049.00

30-Jun-10 9038.00

29-Jun-10 8988.00

28-Jun-10 8995.00

25-Jun-10 9005.00

24-Jun-10 8998.00

23-Jun-10 9010.00

22-Jun-10 8988.00

21-Jun-10 8970.00

18-Jun-10 9089.00

17-Jun-10 9121.00

16-Jun-10 9114.00

15-Jun-10 9133.00

14-Jun-10 9138.00

11-Jun-10 9154.00

10-Jun-10 9204.00

09-Jun-10 9192.00

08-Jun-10 9219.00

07-Jun-10 9249.00

04-Jun-10 9158.00

03-Jun-10 9144.00

02-Jun-10 9189.00

01-Jun-10 9164.00

31 May 2010 9134.00

27 May 2010 9291.00

26 May 2010 9326.00

25 May 2010 9288.00

24 May 2010 9223.00

21 May 2010 9288.00

20 May 2010 9159.00

(16)

18 May 2010 9087.00

17 May 2010 9099.00

14 May 2010 9049.00

12 May 2010 9069.00

11 May 2010 9028.00

10 May 2010 9074.00

7 May 2010 9247.00

6 May 2010 9159.00

5 May 2010 9008.00

4 May 2010 8972.00

3 May 2010 8985.00

30-Apr-10 8967.00

29-Apr-10 8977.00

28-Apr-10 8978.00

27-Apr-10 8968.00

26-Apr-10 8956.00

23-Apr-10 8971.00

22-Apr-10 8982.00

21-Apr-10 8962.00

20-Apr-10 8983.00

19-Apr-10 9001.00

16-Apr-10 8973.00

15-Apr-10 8959.00

14-Apr-10 8964.00

13-Apr-10 8975.00

12-Apr-10 8958.00

09-Apr-10 9004.00

08-Apr-10 9019.00

07-Apr-10 8992.00

06-Apr-10 9000.00

05-Apr-10 9010.00

01-Apr-10 9030.00

31-Mar-10 9069.00

30-Mar-10 9025.00

29-Mar-10 9045.00

26-Mar-10 9090.00

25-Mar-10 9092.00

24-Mar-10 9074.00

23-Mar-10 9073.00

22-Mar-10 9070.00

19-Mar-10 9079.00

18-Mar-10 9074.00

17-Mar-10 9103.00

15-Mar-10 9129.00

12-Mar-10 9137.00

(17)
(18)

8831 8876 TRUE 8831 TRUE 9782 TRUE

8839 8882 TRUE 8839 TRUE 7792 FALSE

8824 10924 TRUE 8824 TRUE 9774 TRUE

8796 8748 TRUE 8796 TRUE 9263 TRUE

8711 8876 FALSE 8711 TRUE 9258 TRUE

8816 8748 TRUE 8816 TRUE 9646 TRUE

8801 9286 FALSE 8801 FALSE 7760 TRUE

8849 8940 TRUE 8849 TRUE 7792 TRUE

8865 11342 FALSE 8865 TRUE 11310 TRUE

8900 9294 TRUE 8900 TRUE 9250 FALSE

8895 9282 TRUE 8895 FALSE 7796 TRUE

8910 9286 FALSE 8910 TRUE 7792 FALSE

8923 8892 TRUE 8923 TRUE 9646 TRUE

8880 10924 TRUE 8880 TRUE 7536 TRUE

8875 9286 TRUE 8875 TRUE 9262 TRUE

8915 9302 TRUE 8915 TRUE 8238 FALSE

8880 8876 TRUE 8880 TRUE 9390 TRUE

8779 9422 TRUE 8779 TRUE 7798 TRUE

September 8880 9550 FALSE 8880 FALSE 7776 FALSE

8930 9342 TRUE 8930 TRUE 9262 TRUE

8870 8876 FALSE 8870 TRUE 9774 TRUE

8930 8876 TRUE 8930 TRUE 9782 TRUE

8691 9230 FALSE 8691 TRUE 7792 TRUE

8943 8844 TRUE 8943 TRUE 7792 FALSE

8831 13390 FALSE 8831 FALSE 7770 TRUE

8935 9004 TRUE 8935 TRUE 13358 TRUE

8761 13390 TRUE 8761 TRUE 1648 TRUE

8728 9900 TRUE 8728 TRUE 7280 TRUE

8715 9294 TRUE 8715 TRUE 7792 TRUE

8686 9326 TRUE 8686 TRUE 9262 TRUE

8579 8782 TRUE 8579 TRUE 9256 TRUE

8560 9294 TRUE 8560 TRUE 11310 TRUE

8528 8270 TRUE 8528 FALSE 7804 TRUE

8528 8884 TRUE 8528 TRUE 9774 TRUE

8521 9132 FALSE 8521 TRUE 7800 TRUE

8530 8864 TRUE 8530 TRUE 9774 TRUE

8496 9282 TRUE 8496 TRUE 9262 TRUE

8535 9294 TRUE 8535 TRUE 9270 TRUE

Agustus 8534 8864 TRUE 8534 TRUE 9262 TRUE

8503 9230 TRUE 8503 TRUE 7920 TRUE

8501 8876 TRUE 8501 FALSE 9230 TRUE

8509 10924 FALSE 8509 FALSE 9262 TRUE

8515 8876 TRUE 8515 TRUE 9518 TRUE

8490 8864 TRUE 8490 TRUE 9262 TRUE

8483 13390 FALSE 8483 FALSE 5744 TRUE

8498 9294 TRUE 8498 TRUE 7792 TRUE

8498 9302 FALSE 8498 TRUE 9230 TRUE

8402 8748 TRUE 8402 TRUE 7792 TRUE

8487 9358 FALSE 8487 TRUE 5744 FALSE

8512 8908 TRUE 8512 TRUE 9262 TRUE

8490 9302 FALSE 8490 FALSE 9262 FALSE

8495 9132 TRUE 8495 TRUE 9278 TRUE

(19)

8445 10924 TRUE 8445 TRUE 10286 TRUE

8418 9422 FALSE 8418 FALSE 9278 TRUE

8439 8748 TRUE 8439 FALSE 7793 FALSE

8465 8876 TRUE 8465 TRUE 9262 TRUE

Juli 8466 9294 TRUE 8466 TRUE 7804 FALSE

8447 9358 TRUE 8447 TRUE 9260 TRUE

8478 9422 TRUE 8478 FALSE 7536 FALSE

8485 11342 TRUE 8485 TRUE 7776 TRUE

8484 9294 FALSE 8484 TRUE 9454 TRUE

8496 9004 TRUE 8496 TRUE 9254 FALSE

8497 9326 TRUE 8497 FALSE 11310 TRUE

8515 9422 TRUE 8515 TRUE 15406 TRUE

8512 8876 TRUE 8512 TRUE 7744 TRUE

8494 12972 FALSE 8494 TRUE 9262 TRUE

8495 10062 FALSE 8495 FALSE 7696 FALSE

8519 8892 TRUE 8519 TRUE 9256 TRUE

8506 9678 TRUE 8506 TRUE 7793 TRUE

8479 8940 TRUE 8479 TRUE 9518 TRUE

8481 10924 FALSE 8481 TRUE 5744 FALSE

8492 8876 TRUE 8492 TRUE 7798 TRUE

8489 8776 TRUE 8489 TRUE 7920 TRUE

8497 8876 FALSE 8497 TRUE 9254 TRUE

8479 8876 TRUE 8479 TRUE 9646 TRUE

8520 12972 TRUE 8520 TRUE 9262 FALSE

8554 15438 FALSE 8554 FALSE 8048 FALSE

Juni 8580 8868 TRUE 8580 TRUE 7744 FALSE

8576 8364 TRUE 8576 TRUE 7792 TRUE

8559 8860 TRUE 8559 TRUE 7795 TRUE

8558 11342 TRUE 8558 TRUE 7536 TRUE

8557 9004 FALSE 8557 TRUE 8048 TRUE

8560 8876 TRUE 8560 FALSE 7280 FALSE

8535 11342 TRUE 8535 FALSE 8750 TRUE

8552 15020 TRUE 8552 TRUE 1648 TRUE

8541 9294 TRUE 8541 TRUE 8238 TRUE

8492 11948 FALSE 8492 TRUE 9230 TRUE

8495 8868 TRUE 8495 TRUE 8238 FALSE

8488 9282 TRUE 8488 TRUE 10286 TRUE

8495 9294 FALSE 8495 TRUE 7280 FALSE

8480 8782 TRUE 8480 FALSE 8048 TRUE

8478 8940 TRUE 8478 TRUE 9262 TRUE

8486 9132 TRUE 8486 TRUE 3696 FALSE

8463 9230 TRUE 8463 FALSE 9278 TRUE

8494 9294 TRUE 8494 TRUE 9262 FALSE

8497 15020 FALSE 8497 TRUE 9390 TRUE

8494 8364 TRUE 8494 TRUE 7280 TRUE

Mei 8505 11948 FALSE 8505 FALSE 9646 TRUE

8522 8864 TRUE 8522 TRUE 5744 FALSE

8533 9294 TRUE 8533 TRUE 9262 TRUE

8541 13390 FALSE 8541 TRUE 9262 FALSE

8525 9678 TRUE 8525 TRUE 9326 TRUE

8518 8876 TRUE 8518 TRUE 13358 TRUE

8492 8776 TRUE 8492 FALSE 8238 TRUE

(20)

8510 9326 FALSE 8510 TRUE 7796 FALSE

8512 8364 TRUE 8512 TRUE 8238 TRUE

8493 9550 FALSE 8493 FALSE 9254 TRUE

8503 8876 TRUE 8503 FALSE 8238 FALSE

8510 13390 TRUE 8510 TRUE 4720 FALSE

8505 8892 TRUE 8505 TRUE 9258 TRUE

8534 9132 TRUE 8534 TRUE 9262 TRUE

8523 9294 TRUE 8523 TRUE 6768 FALSE

8516 9284 TRUE 8516 TRUE 8750 TRUE

8511 9806 TRUE 8511 TRUE 9263 TRUE

8508 9294 FALSE 8508 FALSE 9278 TRUE

8531 8940 TRUE 8531 TRUE 7744 FALSE

April 8550 9286 TRUE 8550 FALSE 9262 TRUE

8582 9302 FALSE 8582 TRUE 7792 FALSE

8613 8872 TRUE 8613 TRUE 9262 TRUE

8585 9294 TRUE 8585 FALSE 7796 TRUE

8586 10924 FALSE 8586 TRUE 8750 TRUE

8614 8892 TRUE 8614 TRUE 9390 TRUE

8643 11342 TRUE 8643 TRUE 9518 TRUE

8627 9550 TRUE 8627 TRUE 9263 TRUE

8618 8884 TRUE 8618 FALSE 9262 TRUE

8618 8892 TRUE 8618 TRUE 7744 FALSE

8629 8894 TRUE 8629 TRUE 7792 TRUE

8623 9310 TRUE 8623 TRUE 7792 FALSE

8598 8876 TRUE 8598 TRUE 9294 TRUE

8613 9294 TRUE 8613 TRUE 9390 TRUE

8611 8782 TRUE 8611 TRUE 10030 TRUE

8608 10924 FALSE 8608 TRUE 9260 TRUE

8628 9422 FALSE 8628 TRUE 8176 FALSE

8633 8844 TRUE 8633 FALSE 1648 FALSE

8656 9326 TRUE 8656 FALSE 5744 TRUE

8665 12972 FALSE 8665 TRUE 7792 TRUE

Maret

8671 8872 TRUE 8671 TRUE 9326 TRUE

8668 9290 TRUE 8668 TRUE 8750 TRUE

8674 15020 TRUE 8674 TRUE 9254 TRUE

8664 9294 FALSE 8664 TRUE 7792 TRUE

8678 8782 TRUE 8678 TRUE 7856 TRUE

8677 9294 TRUE 8677 TRUE 9262 TRUE

8666 15020 FALSE 8666 TRUE 9774 TRUE

8707 10924 FALSE 8707 TRUE 10286 TRUE

8729 9100 TRUE 8729 FALSE 9326 FALSE

8749 9230 TRUE 8749 TRUE 9263 FALSE

8736 11948 TRUE 8736 FALSE 11310 TRUE

8729 9302 TRUE 8729 TRUE 9262 TRUE

8727 8892 FALSE 8727 TRUE 9390 TRUE

Referensi

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