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lazarus-ccr/applications/lazstats/source/forms/analysis/nonparametric/runstestunit.pas

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unit RunsTestUnit;
{$mode objfpc}{$H+}
interface
uses
Classes, SysUtils, FileUtil, LResources, Forms, Controls, Graphics, Dialogs,
StdCtrls, Buttons, ExtCtrls,
MainUnit, OutputUnit, Globals, DataProcs;
type
{ Trunstestform }
Trunstestform = class(TForm)
Bevel1: TBevel;
Bevel2: TBevel;
CancelBtn: TButton;
ComputeBtn: TButton;
MeanEdit: TEdit;
Memo1: TLabel;
ResetBtn: TButton;
ReturnBtn: TButton;
StdDevEdit: TEdit;
NUpEdit: TEdit;
NDownEdit: TEdit;
NRunsEdit: TEdit;
StatEdit: TEdit;
ProbEdit: TEdit;
ConclusionEdit: TEdit;
InBtn: TBitBtn;
OutBtn: TBitBtn;
Label10: TLabel;
Label3: TLabel;
Label4: TLabel;
Label5: TLabel;
Label6: TLabel;
Label7: TLabel;
Label8: TLabel;
Label9: TLabel;
TestVarEdit: TEdit;
Label1: TLabel;
Label2: TLabel;
VarList: TListBox;
procedure ComputeBtnClick(Sender: TObject);
procedure FormActivate(Sender: TObject);
procedure FormCreate(Sender: TObject);
procedure InBtnClick(Sender: TObject);
procedure OutBtnClick(Sender: TObject);
procedure ResetBtnClick(Sender: TObject);
private
{ private declarations }
FAutoSized: Boolean;
public
{ public declarations }
end;
var
runstestform: Trunstestform;
implementation
uses
Math;
{ Trunstestform }
procedure Trunstestform.ResetBtnClick(Sender: TObject);
VAR i : integer;
begin
VarList.Clear;
for i := 1 to NoVariables do
VarList.Items.Add(OS3MainFrm.DataGrid.Cells[i,0]);
TestVarEdit.Text := '';
MeanEdit.Text := '';
StdDevEdit.Text := '';
NUpEdit.Text := '';
NDownEdit.Text := '';
StatEdit.Text := '';
ProbEdit.Text := '';
ConclusionEdit.Text := '';
NRunsEdit.Text := '';
InBtn.Enabled := true;
OutBtn.Enabled := false;
end;
procedure Trunstestform.ComputeBtnClick(Sender: TObject);
VAR
a, i, col, N, N1, N2, NLess, Nmore, R : integer;
Mean, ExpMean, SD1, SD2, SD3, SD4, SD, z1, z2, z, t, p1, p : double;
strvalue, outstr, astring : string;
values : DblDyneVec;
begin
col := 0;
N := 0;
N1 := 0;
N2 := 0;
Nless := 0;
Nmore := 0;
R := 1;
Mean := 0.0;
for i := 1 to NoVariables do
begin
strvalue := Trim(OS3MainFrm.DataGrid.Cells[i,0]);
if TestVarEdit.Text = strvalue then col := i;
end;
if col = 0 then
begin
ShowMessage('No variable was selected. Returning.');
exit;
end;
SetLength(values,NoCases);
for i := 1 to NoCases do
begin
if not ValidValue(i,col) then continue;
values[i-1] := StrToFloat(Trim(OS3MainFrm.DataGrid.Cells[col,i]));
N := N + 1;
end;
if N <= 10 then
begin
ShowMessage('Insufficient data. You must have at least 11 values.');
values := nil;
exit;
end;
for i := 0 to N-1 do Mean := Mean + values[i];
Mean := Mean / N;
// run through each value and compare with the mean
for i := 0 to N-1 do
begin // check and discard the ties with the mean
if Mean <> values[i] then
begin // check if it is greater than the mean
if values[i] > mean then
begin
N1 := N1 + 1;
a := i;
while a > 0 do
begin
a := a - 1;
if values[a] <> Mean then break;
end;
if values[a] < Mean then
begin
R := R + 1;
NLess := NLess + 1;
end;
end
// check to see if it is less than the mean
else if values[i] < Mean then
begin
N2 := N2 + 1;
a := i;
while a > 0 do
begin
a := a - 1;
if values[a] <> Mean then break;
end;
if values[a] > Mean then
begin
R := R + 1;
Nmore := Nmore + 1;
end;
end; // close of else i
end; // end of if values[i] not equal to the mean
end; // end of i loop
// compute the expected mean and variance of R
ExpMean := 1.0 + ((2 * N1 * N2) / (N1 + N2)); // mean mu
SD1 := 2 * N1 * N2 * (2 * N1 * N2 - N1 - N2);
SD2 := power((N1 + N2),2);
SD3 := N1 + N2 - 1;
SD4 := SD1 / (SD2 * SD3); // standard deviation "sigma"
SD := sqrt(SD4);
// calculating P Value
z1 := (R - ExpMean) / SD;
z2 := abs(z1);
z := z2;
if z > 0 then t := z else t := -z;
p1 := power((1 + t * (0.049867347 + t * (0.0211410061 + t * (0.0032776283 +
t * (0.0000380036 + t * (0.0000488906 + t * (0.000005383))))))), -16);
p := 1.0 - p1 / 2.0;
if z > 0.0 then t := 1.0 - p
else t := 1.0 - (1.0 - p); // this is P value
// show results
outstr := format('%8.3f',[Mean]);
MeanEdit.Text := outstr;
outstr := format('%8.3f',[SD]);
StdDevEdit.Text := outstr;
NUpEdit.Text := IntToStr(N1);
NDownEdit.Text := IntToStr(N2);
NRunsEdit.Text := IntToStr(R);
outstr := format('%8.3f',[z]);
StatEdit.Text := outstr;
// if t < 0.0001 then astring := 'Almost Zero'
// else
// begin
outstr := format('%6.4f',[t]);
ProbEdit.Text := outstr;
// end;
// determine the conclusion
if t < 0.01 then
begin
astring := 'Very strong evidence against randomness (trend or seasonality';
ConclusionEdit.Text := astring;
end
else if (t < 0.05) and (t >= 0.01) then
begin
astring := 'Moderate evidence against randomness';
ConclusionEdit.Text := astring;
end
else if (t < 0.10) and (t >= 0.05) then
begin
astring := 'Suggestive evidence against normality';
ConclusionEdit.Text := astring;
end
else if t >= 0.10 then
begin
astring := 'Little or no real evidence against randomness';
ConclusionEdit.Text := astring;
end
else
begin
astring := 'Strong evidence against randomness (trend or seasonality exists)';
ConclusionEdit.Text := astring;
end;
values := nil;
end;
procedure Trunstestform.FormActivate(Sender: TObject);
var
w: Integer;
begin
if FAutoSized then
exit;
w := MaxValue([ResetBtn.Width, CancelBtn.Width, ComputeBtn.Width, ReturnBtn.Width]);
ResetBtn.Constraints.MinWidth := w;
CancelBtn.Constraints.MinWidth := w;
ComputeBtn.Constraints.MinWidth := w;
ReturnBtn.Constraints.MinWidth := w;
Constraints.MinWidth := Width;
Constraints.MinHeight := Height;
FAutoSized := true;
end;
procedure Trunstestform.FormCreate(Sender: TObject);
begin
Assert(OS3Mainfrm <> nil);
end;
procedure Trunstestform.InBtnClick(Sender: TObject);
VAR index : integer;
begin
index := VarList.ItemIndex;
if index < 0 then exit;
TestVarEdit.Text := VarList.Items.Strings[index];
VarList.Items.Delete(index);
InBtn.Enabled := false;
OutBtn.Enabled := true;
end;
procedure Trunstestform.OutBtnClick(Sender: TObject);
begin
if TestVarEdit.Text = '' then exit;
VarList.Items.Add(TestVarEdit.Text);
TestVarEdit.Text := '';
InBtn.Enabled := true;
OutBtn.Enabled := false;
end;
initialization
{$I runstestunit.lrs}
end.