kolmogorov pagar alam

S KOLMOGOROV-SMIRNOV TEST, ONE SAMPLE

Data! Chart Statistics

113231152

92135

95183155118148109142120239

93 P smaller than

Conclusion: -2.00 -1.00 0.00 1.00 2.000.0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1.0

EXP cdf OBS cdf

z

cdf

---

---

N 15

Avg 141.667

Std dev 45.875

Skew 1.099

Kurt 0.577

D max abs 0.186

D max+ 0.186

D max- 0.139

KS Z 0.719

P smaller than >0.200

0.000

Conclusion: Data are

normally

distributed

ggartz@mail.md

gerardoissa@hotmail.com

mgartz@gmail.com

Duplicates? KSMatrix Differentiator

N 5 113.000 0.000000000001

N 14 231.000 0.000000000002

N 11 152.000 0.000000000003

N 1 92.000 0.000000000004

N 8 135.000 0.000000000005

N 3 95.000 0.000000000006

N 13 183.000 0.000000000007

N 12 155.000 0.000000000008

N 6 118.000 0.000000000009

N 10 148.000 0.000000000010

N 4 109.000 0.000000000011

N 9 142.000 0.000000000012

N 7 120.000 0.000000000013

N 15 239.000 0.000000000014

N 2 93.000 0.000000000015

0.000000000016

0.000000000017

0.000000000018

0.000000000019

0.000000000020

0.000000000021

0.000000000022

0.000000000023

0.000000000024

0.000000000025

0.000000000026

0.000000000027

0.000000000028

0.000000000029

0.000000000030

0.000000000031

0.000000000032

0.000000000033

0.000000000034

0.000000000035

0.000000000036

0.000000000037

0.000000000038

0.000000000039

0.000000000040

0.000000000041

0.000000000042

0.000000000043

0.000000000044

0.000000000045

0.000000000046

0.000000000047

0.000000000048

0.000000000049

0.000000000050

0.000000000051

0.000000000052

0.000000000053

0.000000000054

0.000000000055

0.000000000056

0.000000000057

0.000000000058

0.000000000059

0.000000000060

0.000000000061

0.000000000062

0.000000000063

0.000000000064

0.000000000065

0.000000000066

0.000000000067

0.000000000068

0.000000000069

0.000000000070

0.000000000071

0.000000000072

0.000000000073

0.000000000074

0.000000000075

0.000000000076

0.000000000077

0.000000000078

0.000000000079

0.000000000080

0.000000000081

0.000000000082

0.000000000083

0.000000000084

0.000000000085

0.000000000086

0.000000000087

0.000000000088

0.000000000089

0.000000000090

0.000000000091

0.000000000092

0.000000000093

0.000000000094

0.000000000095

0.000000000096

0.000000000097

0.000000000098

0.000000000099

0.000000000100

0.000000000101

0.000000000102

0.000000000103

0.000000000104

0.000000000105

0.000000000106

0.000000000107

0.000000000108

0.000000000109

0.000000000110

0.000000000111

0.000000000112

0.000000000113

0.000000000114

0.000000000115

0.000000000116

0.000000000117

0.000000000118

0.000000000119

0.000000000120

0.000000000121

0.000000000122

0.000000000123

0.000000000124

0.000000000125

0.000000000126

0.000000000127

0.000000000128

0.000000000129

0.000000000130

0.000000000131

0.000000000132

0.000000000133

0.000000000134

0.000000000135

0.000000000136

0.000000000137

0.000000000138

0.000000000139

0.000000000140

0.000000000141

0.000000000142

0.000000000143

0.000000000144

0.000000000145

0.000000000146

0.000000000147

0.000000000148

0.000000000149

0.000000000150

0.000000000151

0.000000000152

0.000000000153

0.000000000154

0.000000000155

0.000000000156

0.000000000157

0.000000000158

0.000000000159

0.000000000160

0.000000000161

0.000000000162

0.000000000163

0.000000000164

0.000000000165

0.000000000166

0.000000000167

0.000000000168

0.000000000169

0.000000000170

0.000000000171

0.000000000172

0.000000000173

0.000000000174

0.000000000175

0.000000000176

0.000000000177

0.000000000178

0.000000000179

0.000000000180

0.000000000181

0.000000000182

0.000000000183

0.000000000184

0.000000000185

0.000000000186

0.000000000187

0.000000000188

0.000000000189

0.000000000190

0.000000000191

0.000000000192

0.000000000193

0.000000000194

0.000000000195

0.000000000196

0.000000000197

0.000000000198

0.000000000199

0.000000000200

0.000000000201

0.000000000202

0.000000000203

0.000000000204

0.000000000205

0.000000000206

0.000000000207

0.000000000208

0.000000000209

0.000000000210

0.000000000211

0.000000000212

0.000000000213

0.000000000214

0.000000000215

0.000000000216

0.000000000217

0.000000000218

0.000000000219

0.000000000220

0.000000000221

0.000000000222

0.000000000223

0.000000000224

0.000000000225

0.000000000226

0.000000000227

0.000000000228

0.000000000229

0.000000000230

0.000000000231

0.000000000232

0.000000000233

0.000000000234

0.000000000235

0.000000000236

0.000000000237

0.000000000238

0.000000000239

0.000000000240

0.000000000241

0.000000000242

0.000000000243

0.000000000244

0.000000000245

0.000000000246

0.000000000247

0.000000000248

0.000000000249

0.000000000250

0.000000000251

0.000000000252

0.000000000253

0.000000000254

0.000000000255

0.000000000256

0.000000000257

0.000000000258

0.000000000259

0.000000000260

0.000000000261

0.000000000262

0.000000000263

0.000000000264

0.000000000265

0.000000000266

0.000000000267

0.000000000268

0.000000000269

0.000000000270

0.000000000271

0.000000000272

0.000000000273

0.000000000274

0.000000000275

0.000000000276

0.000000000277

0.000000000278

0.000000000279

0.000000000280

0.000000000281

0.000000000282

0.000000000283

0.000000000284

0.000000000285

0.000000000286

0.000000000287

0.000000000288

0.000000000289

0.000000000290

0.000000000291

0.000000000292

0.000000000293

0.000000000294

0.000000000295

0.000000000296

0.000000000297

0.000000000298

0.000000000299

0.000000000300

0.000000000301

0.000000000302

0.000000000303

0.000000000304

0.000000000305

0.000000000306

0.000000000307

0.000000000308

0.000000000309

0.000000000310

0.000000000311

0.000000000312

0.000000000313

0.000000000314

0.000000000315

0.000000000316

0.000000000317

0.000000000318

0.000000000319

0.000000000320

0.000000000321

0.000000000322

0.000000000323

0.000000000324

0.000000000325

0.000000000326

0.000000000327

0.000000000328

0.000000000329

0.000000000330

0.000000000331

0.000000000332

0.000000000333

0.000000000334

0.000000000335

0.000000000336

0.000000000337

0.000000000338

0.000000000339

0.000000000340

0.000000000341

0.000000000342

0.000000000343

0.000000000344

0.000000000345

0.000000000346

0.000000000347

0.000000000348

0.000000000349

0.000000000350

0.000000000351

0.000000000352

0.000000000353

0.000000000354

0.000000000355

0.000000000356

0.000000000357

0.000000000358

0.000000000359

0.000000000360

0.000000000361

0.000000000362

0.000000000363

0.000000000364

0.000000000365

0.000000000366

0.000000000367

0.000000000368

0.000000000369

0.000000000370

0.000000000371

0.000000000372

0.000000000373

0.000000000374

0.000000000375

0.000000000376

0.000000000377

0.000000000378

0.000000000379

0.000000000380

0.000000000381

0.000000000382

0.000000000383

0.000000000384

0.000000000385

0.000000000386

0.000000000387

0.000000000388

0.000000000389

0.000000000390

0.000000000391

0.000000000392

0.000000000393

0.000000000394

0.000000000395

0.000000000396

0.000000000397

0.000000000398

0.000000000399

0.000000000400

0.000000000401

0.000000000402

0.000000000403

0.000000000404

0.000000000405

0.000000000406

0.000000000407

0.000000000408

0.000000000409

0.000000000410

0.000000000411

0.000000000412

0.000000000413

0.000000000414

0.000000000415

0.000000000416

0.000000000417

0.000000000418

0.000000000419

0.000000000420

0.000000000421

0.000000000422

0.000000000423

0.000000000424

0.000000000425

0.000000000426

0.000000000427

0.000000000428

0.000000000429

0.000000000430

0.000000000431

0.000000000432

0.000000000433

0.000000000434

0.000000000435

0.000000000436

0.000000000437

0.000000000438

0.000000000439

0.000000000440

0.000000000441

0.000000000442

0.000000000443

0.000000000444

0.000000000445

0.000000000446

0.000000000447

0.000000000448

0.000000000449

0.000000000450

0.000000000451

0.000000000452

0.000000000453

0.000000000454

0.000000000455

0.000000000456

0.000000000457

0.000000000458

0.000000000459

0.000000000460

0.000000000461

0.000000000462

0.000000000463

0.000000000464

0.000000000465

0.000000000466

0.000000000467

0.000000000468

0.000000000469

0.000000000470

0.000000000471

0.000000000472

0.000000000473

0.000000000474

0.000000000475

0.000000000476

0.000000000477

0.000000000478

0.000000000479

0.000000000480

0.000000000481

0.000000000482

0.000000000483

0.000000000484

0.000000000485

0.000000000486

0.000000000487

0.000000000488

0.000000000489

0.000000000490

0.000000000491

0.000000000492

0.000000000493

0.000000000494

0.000000000495

0.000000000496

0.000000000497

0.000000000498

0.000000000499

0.000000000500

0.000000000501

0.000000000502

0.000000000503

0.000000000504

0.000000000505

0.000000000506

0.000000000507

0.000000000508

0.000000000509

0.000000000510

0.000000000511

0.000000000512

0.000000000513

0.000000000514

0.000000000515

0.000000000516

0.000000000517

0.000000000518

0.000000000519

0.000000000520

0.000000000521

0.000000000522

0.000000000523

0.000000000524

0.000000000525

0.000000000526

0.000000000527

0.000000000528

0.000000000529

0.000000000530

0.000000000531

0.000000000532

0.000000000533

0.000000000534

0.000000000535

0.000000000536

0.000000000537

0.000000000538

0.000000000539

0.000000000540

0.000000000541

0.000000000542

0.000000000543

0.000000000544

0.000000000545

0.000000000546

0.000000000547

0.000000000548

0.000000000549

0.000000000550

0.000000000551

0.000000000552

0.000000000553

0.000000000554

0.000000000555

0.000000000556

0.000000000557

0.000000000558

0.000000000559

0.000000000560

0.000000000561

0.000000000562

0.000000000563

0.000000000564

0.000000000565

0.000000000566

0.000000000567

0.000000000568

0.000000000569

0.000000000570

0.000000000571

0.000000000572

0.000000000573

0.000000000574

0.000000000575

0.000000000576

0.000000000577

0.000000000578

0.000000000579

0.000000000580

0.000000000581

0.000000000582

0.000000000583

0.000000000584

0.000000000585

0.000000000586

0.000000000587

0.000000000588

0.000000000589

0.000000000590

0.000000000591

0.000000000592

0.000000000593

0.000000000594

0.000000000595

0.000000000596

0.000000000597

0.000000000598

0.000000000599

0.000000000600

0.000000000601

0.000000000602

0.000000000603

0.000000000604

0.000000000605

0.000000000606

0.000000000607

0.000000000608

0.000000000609

0.000000000610

0.000000000611

0.000000000612

0.000000000613

0.000000000614

0.000000000615

0.000000000616

0.000000000617

0.000000000618

0.000000000619

0.000000000620

0.000000000621

0.000000000622

0.000000000623

0.000000000624

0.000000000625

0.000000000626

0.000000000627

0.000000000628

0.000000000629

0.000000000630

0.000000000631

0.000000000632

0.000000000633

0.000000000634

0.000000000635

0.000000000636

0.000000000637

0.000000000638

0.000000000639

0.000000000640

0.000000000641

0.000000000642

0.000000000643

0.000000000644

0.000000000645

0.000000000646

0.000000000647

0.000000000648

0.000000000649

0.000000000650

0.000000000651

0.000000000652

0.000000000653

0.000000000654

0.000000000655

0.000000000656

0.000000000657

0.000000000658

0.000000000659

0.000000000660

0.000000000661

0.000000000662

0.000000000663

0.000000000664

0.000000000665

0.000000000666

0.000000000667

0.000000000668

0.000000000669

0.000000000670

0.000000000671

0.000000000672

0.000000000673

0.000000000674

0.000000000675

0.000000000676

0.000000000677

0.000000000678

0.000000000679

0.000000000680

0.000000000681

0.000000000682

0.000000000683

0.000000000684

0.000000000685

0.000000000686

0.000000000687

0.000000000688

0.000000000689

0.000000000690

0.000000000691

0.000000000692

0.000000000693

0.000000000694

0.000000000695

0.000000000696

0.000000000697

0.000000000698

0.000000000699

0.000000000700

0.000000000701

0.000000000702

0.000000000703

0.000000000704

0.000000000705

0.000000000706

0.000000000707

0.000000000708

0.000000000709

0.000000000710

0.000000000711

0.000000000712

0.000000000713

0.000000000714

0.000000000715

0.000000000716

0.000000000717

0.000000000718

0.000000000719

0.000000000720

0.000000000721

0.000000000722

0.000000000723

0.000000000724

0.000000000725

0.000000000726

0.000000000727

0.000000000728

0.000000000729

0.000000000730

0.000000000731

0.000000000732

0.000000000733

0.000000000734

0.000000000735

0.000000000736

0.000000000737

0.000000000738

0.000000000739

0.000000000740

0.000000000741

0.000000000742

0.000000000743

0.000000000744

0.000000000745

0.000000000746

0.000000000747

0.000000000748

0.000000000749

0.000000000750

0.000000000751

0.000000000752

0.000000000753

0.000000000754

0.000000000755

0.000000000756

0.000000000757

0.000000000758

0.000000000759

0.000000000760

0.000000000761

0.000000000762

0.000000000763

0.000000000764

0.000000000765

0.000000000766

0.000000000767

0.000000000768

0.000000000769

0.000000000770

0.000000000771

0.000000000772

0.000000000773

0.000000000774

0.000000000775

0.000000000776

0.000000000777

0.000000000778

0.000000000779

0.000000000780

0.000000000781

0.000000000782

0.000000000783

0.000000000784

0.000000000785

0.000000000786

0.000000000787

0.000000000788

0.000000000789

0.000000000790

0.000000000791

0.000000000792

0.000000000793

0.000000000794

0.000000000795

0.000000000796

0.000000000797

0.000000000798

0.000000000799

0.000000000800

0.000000000801

0.000000000802

0.000000000803

0.000000000804

0.000000000805

0.000000000806

0.000000000807

0.000000000808

0.000000000809

0.000000000810

0.000000000811

0.000000000812

0.000000000813

0.000000000814

0.000000000815

0.000000000816

0.000000000817

0.000000000818

0.000000000819

0.000000000820

0.000000000821

0.000000000822

0.000000000823

0.000000000824

0.000000000825

0.000000000826

0.000000000827

0.000000000828

0.000000000829

0.000000000830

0.000000000831

0.000000000832

0.000000000833

0.000000000834

0.000000000835

0.000000000836

0.000000000837

0.000000000838

0.000000000839

0.000000000840

0.000000000841

0.000000000842

0.000000000843

0.000000000844

0.000000000845

0.000000000846

0.000000000847

0.000000000848

0.000000000849

0.000000000850

0.000000000851

0.000000000852

0.000000000853

0.000000000854

0.000000000855

0.000000000856

0.000000000857

0.000000000858

0.000000000859

0.000000000860

0.000000000861

0.000000000862

0.000000000863

0.000000000864

0.000000000865

0.000000000866

0.000000000867

0.000000000868

0.000000000869

0.000000000870

0.000000000871

0.000000000872

0.000000000873

0.000000000874

0.000000000875

0.000000000876

0.000000000877

0.000000000878

0.000000000879

0.000000000880

0.000000000881

0.000000000882

0.000000000883

0.000000000884

0.000000000885

0.000000000886

0.000000000887

0.000000000888

0.000000000889

0.000000000890

0.000000000891

0.000000000892

0.000000000893

0.000000000894

0.000000000895

0.000000000896

0.000000000897

0.000000000898

0.000000000899

0.000000000900

0.000000000901

0.000000000902

0.000000000903

0.000000000904

0.000000000905

0.000000000906

0.000000000907

0.000000000908

0.000000000909

0.000000000910

0.000000000911

0.000000000912

0.000000000913

0.000000000914

0.000000000915

0.000000000916

0.000000000917

0.000000000918

0.000000000919

0.000000000920

0.000000000921

0.000000000922

0.000000000923

0.000000000924

0.000000000925

0.000000000926

0.000000000927

0.000000000928

0.000000000929

0.000000000930

0.000000000931

0.000000000932

0.000000000933

0.000000000934

0.000000000935

0.000000000936

0.000000000937

0.000000000938

0.000000000939

0.000000000940

0.000000000941

0.000000000942

0.000000000943

0.000000000944

0.000000000945

0.000000000946

0.000000000947

0.000000000948

0.000000000949

0.000000000950

0.000000000951

0.000000000952

0.000000000953

0.000000000954

0.000000000955

0.000000000956

0.000000000957

0.000000000958

0.000000000959

0.000000000960

0.000000000961

0.000000000962

0.000000000963

0.000000000964

0.000000000965

0.000000000966

0.000000000967

0.000000000968

0.000000000969

0.000000000970

0.000000000971

0.000000000972

0.000000000973

0.000000000974

0.000000000975

0.000000000976

0.000000000977

0.000000000978

0.000000000979

0.000000000980

0.000000000981

0.000000000982

0.000000000983

0.000000000984

0.000000000985

0.000000000986

0.000000000987

0.000000000988

0.000000000989

0.000000000990

0.000000000991

0.000000000992

0.000000000993

0.000000000994

0.000000000995

0.000000000996

0.000000000997

0.000000000998

0.000000000999

0.000000001000

--- --- --- ---

AI , AK OBS

AI , AJ EXP

KSChartX KSChartY1 KSChartY2 Critical two tail values for D max

Rank-1/n N Data Ordered Z Rank/n from data

0.000 1 92 -1.50108595 0.067 0.139 N

0.067 2 93 -1.11077162 0.133 0.144 1

0.133 3 95 -0.84162123 0.200 0.155 2

0.200 4 109 -0.62292572 0.267 0.238 3

0.267 5 113 -0.4307273 0.333 0.266 4

0.333 6 118 -0.2533471 0.400 0.303 5

0.400 7 120 -0.08365173 0.467 0.318 6

0.467 8 135 0.08365173 0.533 0.442 7

0.533 9 142 0.2533471 0.600 0.503 8

0.600 10 148 0.4307273 0.667 0.555 9

0.667 11 152 0.62292572 0.733 0.589 10

0.733 12 155 0.84162123 0.800 0.614 11

0.800 13 183 1.11077162 0.867 0.816 12

0.867 14 231 1.50108595 0.933 0.974 13

0.933 15 239 1.000 0.983 14

15

16

17

18

19

20

21

22

23

24

25

26

27

28

29

30

31

32

33

34

35

36

37

38

39

40

41

42

43

44

45

46

47

48

49

50

51

D crit 0.00000

Alpha >0.200

--- --- --- --- --- ---

Critical two tail values for D max

0.200 0.100 0.050 0.020 0.010 0.005 0.002 0.001

0.90000 0.95000 0.97500 0.99000 0.99500 0.99750 0.99900 0.99950

0.68337 0.77639 0.84189 0.90000 0.92929 0.95000 0.96838 0.97764

0.56481 0.63604 0.70760 0.78456 0.82900 0.86428 0.90000 0.92065

0.49265 0.56522 0.62394 0.68887 0.73424 0.77639 0.82217 0.85047

0.44698 0.50945 0.56328 0.62718 0.66853 0.70543 0.75000 0.78137

0.41037 0.46799 0.51926 0.57741 0.61661 0.65287 0.69571 0.72479

0.38148 0.43607 0.48342 0.53844 0.57581 0.60975 0.65071 0.67930

0.35831 0.40962 0.45427 0.50654 0.54179 0.57429 0.61368 0.64098

0.33910 0.38746 0.43001 0.47960 0.51332 0.54443 0.58210 0.60846

0.32260 0.36866 0.40925 0.45562 0.48893 0.51872 0.55500 0.58042

0.30829 0.35242 0.39122 0.43670 0.46770 0.49539 0.53135 0.55588

0.29577 0.33815 0.37543 0.41918 0.44905 0.47672 0.51047 0.53422

0.28470 0.32549 0.36143 0.40362 0.43247 0.45921 0.49189 0.51490

0.27481 0.31417 0.34890 0.38970 0.41762 0.44352 0.47520 0.49753

0.26589 0.30397 0.33750 0.37713 0.40420 0.42934 0.45611 0.48182

0.25778 0.29472 0.32733 0.36571 0.39201 0.41644 0.44637 0.46750

0.25039 0.28627 0.31796 0.35528 0.38086 0.40464 0.43380 0.45540

0.24360 0.27851 0.30936 0.34569 0.37062 0.39380 0.42224 0.44234

0.23735 0.27136 0.30143 0.33685 0.36117 0.38379 0.41156 0.43119

0.23156 0.26473 0.29408 0.32866 0.35241 0.37451 0.40165 0.42085

0.22517 0.25858 0.28724 0.32104 0.34426 0.36588 0.39243 0.41122

0.22115 0.25283 0.28087 0.31394 0.33666 0.35782 0.38382 0.40223

0.21646 0.24746 0.27490 0.30728 0.32954 0.35027 0.37575 0.39380

0.21205 0.24242 0.26931 0.30104 0.32286 0.34318 0.36787 0.38588

0.20790 0.23768 0.26404 0.29518 0.31657 0.33651 0.36104 0.37743

0.20399 0.23320 0.25908 0.28962 0.30963 0.33022 0.35431 0.37139

0.20030 0.22898 0.25438 0.28438 0.30502 0.32425 0.34794 0.36473

0.19680 0.22497 0.24993 0.27942 0.29971 0.31862 0.34190 0.35842

0.19348 0.22117 0.24571 0.27471 0.29466 0.31327 0.33617 0.35242

0.19032 0.21756 0.24170 0.27023 0.28986 0.30818 0.33072 0.34672

0.18732 0.21412 0.23788 0.26596 0.28529 0.30333 0.32553 0.34129

0.18445 0.21085 0.23424 0.26189 0.28094 0.29870 0.32058 0.33611

0.18171 0.20771 0.23076 0.25801 0.27577 0.29428 0.31584 0.33115

0.17909 0.20472 0.22743 0.25429 0.27271 0.29005 0.31131 0.32641

0.17659 0.20185 0.22425 0.25073 0.26897 0.28600 0.30597 0.32187

0.17418 0.19910 0.22119 0.24732 0.26532 0.28211 0.30281 0.31751

0.17188 0.19646 0.21826 0.24404 0.26180 0.27838 0.29882 0.31333

0.16966 0.19392 0.21544 0.24089 0.25843 0.27483 0.29498 0.30931

0.16753 0.19148 0.21273 0.23785 0.25518 0.27135 0.29125 0.30544

0.16547 0.18913 0.21012 0.23494 0.25205 0.26803 0.28772 0.30171

0.16349 0.18687 0.20760 0.23213 0.24904 0.26482 0.28429 0.29811

0.16158 0.18468 0.20517 0.22941 0.24613 0.26173 0.28097 0.29465

0.15974 0.18257 0.20283 0.22679 0.24332 0.25875 0.27778 0.29130

0.15795 0.18051 0.20056 0.22426 0.24060 0.25587 0.27468 0.28806

0.15623 0.17856 0.19837 0.22181 0.23798 0.25308 0.27169 0.28493

0.15457 0.17665 0.19625 0.21944 0.23544 0.25038 0.26880 0.28190

0.15295 0.17481 0.19420 0.21715 0.23298 0.24776 0.26600 0.27896

0.15139 0.17301 0.19221 0.21493 0.23059 0.24523 0.26328 0.27611

0.14987 0.17128 0.19028 0.21281 0.22832 0.24281 0.26069 0.27339

0.14840 0.16959 0.18841 0.21068 0.22604 0.24039 0.25809 0.27067

0.27627 0.31500 0.35115 0.39246 0.42086 0.44668 0.47767 0.50349

0.26589 0.30397 0.33750 0.37713 0.40420 0.42934 0.45611 0.48182

0.200 0.100 0.050 0.020 0.010 0.005 0.002 0.001

Alpha