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

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unit FriedmanUnit;
{$mode objfpc}{$H+}
interface
uses
Classes, SysUtils, FileUtil, LResources, Forms, Controls, Graphics, Dialogs,
StdCtrls, Buttons, ExtCtrls,
MainUnit, Globals, OutPutUnit, DataProcs, FunctionsLib, MatrixLib,
ContextHelpUnit;
type
{ TFriedmanFrm }
TFriedmanFrm = class(TForm)
Bevel1: TBevel;
HelpBtn: TButton;
Panel1: TPanel;
ResetBtn: TButton;
ComputeBtn: TButton;
CloseBtn: TButton;
GrpVar: TEdit;
GrpIn: TBitBtn;
GrpOut: TBitBtn;
Label2: TLabel;
Label3: TLabel;
TreatVars: TListBox;
TrtIn: TBitBtn;
TrtOut: TBitBtn;
Label1: TLabel;
VarList: TListBox;
procedure ComputeBtnClick(Sender: TObject);
procedure FormActivate(Sender: TObject);
procedure FormCreate(Sender: TObject);
procedure FormShow(Sender: TObject);
procedure GrpInClick(Sender: TObject);
procedure GrpOutClick(Sender: TObject);
procedure HelpBtnClick(Sender: TObject);
procedure ResetBtnClick(Sender: TObject);
procedure TrtInClick(Sender: TObject);
procedure TrtOutClick(Sender: TObject);
procedure VarListSelectionChange(Sender: TObject; User: boolean);
private
{ private declarations }
FAutosized: Boolean;
procedure UpdateBtnStates;
public
{ public declarations }
end;
var
FriedmanFrm: TFriedmanFrm;
implementation
uses
Math;
{ TFriedmanFrm }
procedure TFriedmanFrm.ResetBtnClick(Sender: TObject);
var
i: integer;
begin
VarList.Items.Clear;
TreatVars.Items.Clear;
GrpVar.Text := '';
for i := 1 to NoVariables do
VarList.Items.Add(OS3MainFrm.DataGrid.Cells[i,0]);
UpdateBtnStates;
end;
procedure TFriedmanFrm.TrtInClick(Sender: TObject);
var
i: integer;
begin
i := 0;
while i < VarList.Items.Count do
begin
if VarList.Selected[i] then
begin
TreatVars.Items.Add(VarList.Items[i]);
VarList.Items.Delete(i);
i := 0;
end
else
inc(i);
end;
UpdateBtnStates;
end;
procedure TFriedmanFrm.TrtOutClick(Sender: TObject);
var
i: Integer;
begin
i := 0;
while i < TreatVars.Items.Count do
begin
if TreatVars.Selected[i] then
begin
VarList.Items.Add(TreatVars.Items[i]);
TreatVars.Items.Delete(i);
i := 0;
end else
inc(i);
end;
UpdateBtnStates;
end;
procedure TFriedmanFrm.VarListSelectionChange(Sender: TObject; User: boolean);
begin
UpdateBtnStates;
end;
procedure TFriedmanFrm.FormActivate(Sender: TObject);
var
w: Integer;
begin
if FAutoSized then
exit;
w := MaxValue([HelpBtn.Width, ResetBtn.Width, ComputeBtn.Width, CloseBtn.Width]);
HelpBtn.Constraints.MinWidth := w;
ResetBtn.Constraints.MinWidth := w;
ComputeBtn.Constraints.MinWidth := w;
CloseBtn.Constraints.MinWidth := w;
Constraints.MinWidth := Width;
Constraints.MinHeight := Height;
FAutoSized := true;
end;
procedure TFriedmanFrm.FormCreate(Sender: TObject);
begin
Assert(OS3MainFrm <> nil);
end;
procedure TFriedmanFrm.FormShow(Sender: TObject);
begin
ResetBtnClick(self);
end;
procedure TFriedmanFrm.ComputeBtnClick(Sender: TObject);
Var
i, j, k, L, col, itemp, GrpCol, mingrp, maxgrp : integer;
tiestart, tieend, NoSelected, NCases, group, nogrps : integer;
s, t, TotRanks, chisqr, probchi, score : double;
X, ColRanks : DblDyneVec;
Ranks, means : DblDyneMat;
RowLabels, ColLabels : StrDyneVec;
index : IntDyneVec;
GrpNo : IntdyneMat;
cellstring, outline: string;
title : string;
ties : boolean;
ColNoSelected : IntDyneVec;
lReport: TStrings;
begin
if GrpVar.Text = '' then begin
MessageDlg('Group variable not selected.', mtError, [mbOK], 0);
exit;
end;
if TreatVars.Items.Count = 0 then
begin
MessageDlg('No treatment variable selected.', mtError, [mbOK], 0);
exit;
end;
k := TreatVars.Items.Count;
NoSelected := k + 1;
SetLength(ColNoSelected,NoVariables);
SetLength(ColLabels,NoVariables);
// get group variable and treatment variables
GrpCol := 0;
for i := 1 to NoVariables do
begin
cellstring := OS3MainFrm.DataGrid.Cells[i,0];
if cellstring = GrpVar.Text then
begin
ColNoSelected[0] := i;
GrpCol := i;
end;
for j := 1 to k do
begin
if cellstring = TreatVars.Items.Strings[j-1] then
begin
ColNoSelected[j] := i;
ColLabels[j-1] := cellstring;
end;
end;
end;
// get minimum and maximum group codes
NCases := 0;
mingrp := 10000;
maxgrp := -10000;
for i := 1 to NoCases do
begin
if not GoodRecord(i,NoSelected,ColNoSelected) then continue;
NCases := NCases + 1;
group := round(StrToFloat(Trim(OS3MainFrm.DataGrid.Cells[GrpCol,i])));
if group > maxgrp then maxgrp := group;
if group < mingrp then mingrp := group;
end;
nogrps := maxgrp - mingrp + 1;
// Initialize arrays
SetLength(RowLabels,nogrps);
SetLength(index,k);
SetLength(GrpNo,nogrps,k);
SetLength(Ranks,nogrps,k);
SetLength(means,nogrps,k);
SetLength(X,k);
SetLength(ColRanks,k);
for j := 0 to k-1 do
begin
for i := 0 to nogrps-1 do
begin
means[i,j] := 0.0;
Ranks[i,j] := 0.0;
GrpNo[i,j] := 0;
end;
ColRanks[j] := 0.0;
X[j] := 0.0;
index[j] := j+1;
end;
// Initialize labels
for i := 1 to nogrps do
begin
cellstring := format('Group %d',[mingrp + i - 1]);
RowLabels[i-1] := cellstring;
end;
// Setup for printing results
lReport := TStringList.Create;
try
lReport.Add('FRIEDMAN TWO-WAY ANOVA ON RANKS');
lReport.Add('See pages 166-173 in S. Siegel''s Nonparametric Statistics');
lReport.Add('for the Behavioral Sciences, McGraw-Hill Book Co., New York, 1956');
lReport.Add('');
// Obtain mean score for each cell
for i := 1 to NoCases do
begin
if ( not GoodRecord(i,NoSelected,ColNoSelected)) then continue;
group := round(StrToFloat(Trim(OS3MainFrm.DataGrid.Cells[GrpCol,i])));
group := group - mingrp + 1;
for j := 1 to k do // treatment values
begin
col := ColNoSelected[j];
score := StrToFloat(Trim(OS3MainFrm.DataGrid.Cells[col,i]));
means[group-1,j-1] := means[group-1,j-1] + score;
GrpNo[group-1,j-1] := GrpNo[group-1,j-1] + 1;
end;
end;
for i := 1 to nogrps do
for j := 1 to k do
means[i-1,j-1] := means[i-1,j-1] / GrpNo[i-1,j-1];
// Print means and group size arrays
title := 'Treatment means - values to be ranked.';
MatPrint(means,nogrps,k,title,RowLabels,ColLabels,NCases, lReport);
title := 'Number in each group''s treatment.';
IntArrayPrint(GrpNo,nogrps,k,'GROUP',RowLabels,ColLabels,title, lReport);
// Gather row data in X array and rank within rows
for i := 0 to nogrps-1 do
begin
for j := 0 to k-1 do
begin
X[j] := means[i,j];
index[j] := j+1;
end;
//rank scores in this row i
for j := 1 to k - 1 do
begin
for L := j + 1 to k do
begin
if (X[j-1] > X[L-1]) then
begin
t := X[j-1];
X[j-1] := X[L-1];
X[L-1] := t;
itemp := index[j-1];
index[j-1] := index[L-1];
index[L-1] := itemp;
end;
end;
end;
for j := 1 to k do
begin
Ranks[i,index[j-1]-1] := j;
end;
//Check for tied ranks and use average if desired here
tiestart := 0;
tieend := 0;
ties := false;
j := 1;
while j < k do
begin
for L := j + 1 to k do
begin
if (means[i,j-1] = means[i,L-1]) then
begin
ties := true;
tiestart := j;
tieend := L;
end;
end;
if (ties = true) then
begin
s := 0.0;
for L := tiestart to tieend do s := s + Ranks[i,L-1];
for L := tiestart to tieend do
Ranks[i,L-1] := s / (tieend - tiestart + 1);
j := tieend;
ties := false;
end;
j := j + 1;
end; // next j
end; // next group i
//Get sum of ranks in columns
for i := 1 to nogrps do
for j := 1 to k do
ColRanks[j-1] := ColRanks[j-1] + Ranks[i-1,j-1];
//Calculate Statistics
TotRanks := 0;
for j := 1 to k do TotRanks := TotRanks + (ColRanks[j-1] * ColRanks[j-1]);
chisqr := TotRanks * 12.0 / (nogrps * k * (k + 1));
chisqr := chisqr - (3 * nogrps * (k + 1));
probchi := 1.0 - chisquaredprob(chisqr, k - 1);
//Now, show results
title := 'Score Rankings Within Groups';
MatPrint(Ranks,nogrps,k,title,RowLabels,ColLabels,NCases, lReport);
title := 'TOTAL RANKS';
DynVectorPrint(ColRanks,k,title,ColLabels,NCases, lReport);
lReport.Add('');
lReport.Add('Chi-square with %d D.F.: %.3f with probability %.4f', [k-1, chisqr, probchi]);
if ((k < 5) and (nogrps < 10)) then
begin
lReport.Add('Chi-square too approximate-use exact table (TABLE N)');
lReport.Add('page 280-281 in Siegel');
end;
DisplayReport(lReport);
finally
lReport.Free;
ColRanks := nil;
X := nil;
means := nil;
Ranks := nil;
GrpNo := nil;
index := nil;
RowLabels := nil;
ColLabels := nil;
ColNoSelected := nil;
end;
end;
procedure TFriedmanFrm.GrpInClick(Sender: TObject);
var
index: integer;
begin
index := VarList.ItemIndex;
if (index > -1) and (GrpVar.Text = '') then
begin
GrpVar.Text := VarList.Items[index];
VarList.Items.Delete(index);
end;
UpdateBtnStates;
end;
procedure TFriedmanFrm.GrpOutClick(Sender: TObject);
begin
if GrpVar.Text <> '' then
begin
VarList.Items.Add(GrpVar.Text);
GrpVar.Text := '';
end;
UpdateBtnStates;
end;
procedure TFriedmanFrm.HelpBtnClick(Sender: TObject);
begin
if ContextHelpForm = nil then
Application.CreateForm(TContextHelpForm, ContextHelpForm);
ContextHelpForm.HelpMessage((Sender as TButton).Tag);
end;
procedure TFriedmanFrm.UpdateBtnStates;
var
i: Integer;
lSelected: Boolean;
begin
lSelected := false;
for i:= 0 to VarList.Items.Count-1 do
if VarList.Selected[i] then
begin
lSelected := true;
break;
end;
GrpIn.Enabled := lSelected and (GrpVar.Text = '');
TrtIn.Enabled := lSelected;
GrpOut.Enabled := GrpVar.Text <> '';
lSelected := false;
for i := 0 to TreatVars.Items.Count-1 do
if TreatVars.Selected[i] then
begin
lSelected := true;
break;
end;
TrtOut.Enabled := lSelected;
end;
initialization
{$I friedmanunit.lrs}
end.