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lazarus-ccr/applications/lazstats/source/forms/analysis/comparisons/latinsqrsunit.pas

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unit LatinSqrsUnit;
{$mode objfpc}{$H+}
interface
uses
Classes, SysUtils, Forms, Controls, Graphics, Dialogs, StdCtrls, ExtCtrls,
ComCtrls, Buttons, MainUnit, Globals,
MatrixLib, BasicStatsReportFormUnit;
type
{ TLatinSqrsForm }
TLatinSqrsForm = class(TBasicStatsReportForm)
ACodeEdit: TEdit;
ACodeLabel: TLabel;
AInBtn: TBitBtn;
AOutBtn: TBitBtn;
BCodeEdit: TEdit;
BCodeLabel: TLabel;
BInBtn: TBitBtn;
BOutBtn: TBitBtn;
CCodeEdit: TEdit;
CCodeLabel: TLabel;
CInBtn: TBitBtn;
COutBtn: TBitBtn;
DataInBtn: TBitBtn;
DataOutBtn: TBitBtn;
DCodeEdit: TEdit;
DCodeLabel: TLabel;
DepVarEdit: TEdit;
DepVarLabel: TLabel;
DInBtn: TBitBtn;
DOutBtn: TBitBtn;
GrpCodeEdit: TEdit;
GrpCodeLabel: TLabel;
GrpInBtn: TBitBtn;
GrpOutBtn: TBitBtn;
Label1: TLabel;
Label8: TLabel;
nPerCellEdit: TEdit;
PlanPanel: TPanel;
PlanCombo: TComboBox;
PlanLabel: TLabel;
VarList: TListBox;
procedure AInBtnClick(Sender: TObject);
procedure AOutBtnClick(Sender: TObject);
procedure BInBtnClick(Sender: TObject);
procedure BOutBtnClick(Sender: TObject);
procedure CInBtnClick(Sender: TObject);
procedure COutBtnClick(Sender: TObject);
procedure DataInBtnClick(Sender: TObject);
procedure DataOutBtnClick(Sender: TObject);
procedure DInBtnClick(Sender: TObject);
procedure DOutBtnClick(Sender: TObject);
procedure GrpInBtnClick(Sender: TObject);
procedure GrpOutBtnClick(Sender: TObject);
procedure PlanComboChange(Sender: TObject);
procedure VarListDblClick(Sender: TObject);
procedure VarListSelectionChange(Sender: TObject; {%H-}User: boolean);
private
{ private declarations }
function CheckDataCol(ACol: Integer): boolean;
function GetRange(ACol: Integer; out ARange, AMin, AMax: Integer): boolean;
procedure Plan1;
procedure Plan2;
procedure Plan3;
procedure Plan4;
procedure Plan5;
procedure Plan6;
procedure Plan7;
// procedure Plan8;
procedure Plan9;
function PlanFromCombo: Integer;
procedure PrepareForPlan(APlan: Integer);
procedure ResetPlan;
protected
procedure AdjustConstraints; override;
procedure Compute; override;
procedure UpdateBtnStates; override;
function Validate(out AMsg: String; out AControl: TWinControl): Boolean; override;
public
constructor Create(AOwner: TComponent); override;
procedure Reset; override;
end;
var
LatinSqrsForm: TLatinSqrsForm;
implementation
{$R *.lfm}
uses
Math,
Utils, MathUnit, GridProcs;
const
NO_VALID_NUMBER_ERROR = 'No valid number in row %d of variable "%s"';
{ TLatinSqrsForm }
constructor TLatinSqrsForm.Create(AOwner: TComponent);
begin
inherited;
end;
procedure TLatinSqrsForm.AdjustConstraints;
begin
inherited;
ParamsPanel.Constraints.MinHeight := PlanPanel.Top + AInBtn.Top +
12*AInBtn.Height + 6*AOutBtn.BorderSpacing.Top + 5*BInBtn.BorderSpacing.Top +
VarList.BorderSpacing.Bottom + nPerCellEdit.Height +
ButtonBevel.Height + CloseBtn.BorderSpacing.Top + CloseBtn.Height;
ParamsPanel.Constraints.MinWidth := MaxValueI([
4*CloseBtn.Width + 3*CloseBtn.BorderSpacing.Left,
MaxValue([ACodeLabel.Width, BCodeLabel.Width, CCodeLabel.Width, DCodeLabel.Width,
GrpCodeLabel.Width, DepVarlabel.Width])*2 + AInBtn.Width + 2*VarList.BorderSpacing.Right
]);
end;
procedure TLatinSqrsForm.AInBtnClick(Sender: TObject);
var
index: integer;
begin
index := VarList.ItemIndex;
if (index > -1) and (ACodeEdit.Text = '') then
begin
ACodeEdit.Text := VarList.Items[index];
VarList.Items.Delete(index);
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.AOutBtnClick(Sender: TObject);
begin
if ACodeEdit.Text <> '' then
begin
VarList.Items.Add(ACodeEdit.Text);
ACodeEdit.Text := '';
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.BInBtnClick(Sender: TObject);
var
index: integer;
begin
index := VarList.ItemIndex;
if (index > -1) and (BCodeEdit.Text = '') then
begin
BCodeEdit.Text := VarList.Items[index];
VarList.Items.Delete(index);
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.BOutBtnClick(Sender: TObject);
begin
if BCodeEdit.Text <> '' then
begin
VarList.Items.Add(BCodeEdit.Text);
BCodeEdit.Text := '';
UpdateBtnStates;
end;
end;
function TLatinSqrsForm.CheckDataCol(ACol: Integer): Boolean;
var
i: Integer;
value: Double;
begin
Result := false;
for i := 1 to NoCases do
if not TryStrToFloat(OS3MainFrm.DataGrid.Cells[ACol, i], value) then
begin
ErrorMsg(NO_VALID_NUMBER_ERROR, [i, OS3MainFrm.DataGrid.Cells[ACol, 0]]);
exit;
end;
Result := true;
end;
procedure TLatinSqrsForm.CInBtnClick(Sender: TObject);
var
index: integer;
begin
index := VarList.ItemIndex;
if (index > -1) and (CCodeEdit.Text = '') then
begin
CCodeEdit.Text := VarList.Items[index];
VarList.Items.Delete(index);
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.COutBtnClick(Sender: TObject);
begin
if CCodeEdit.Text <> '' then
begin
VarList.Items.Add(CCodeEdit.Text);
CCodeEdit.Text := '';
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.Compute;
begin
case PlanFromCombo() of
1: Plan1;
2: Plan2;
3: Plan3;
4: Plan4;
5: Plan5;
6: Plan6;
7: Plan7;
9: Plan9;
end;
end;
procedure TLatinSqrsForm.DataInBtnClick(Sender: TObject);
var
index: integer;
begin
index := VarList.ItemIndex;
if (index > -1) and (DepVarEdit.Text = '') then
begin
DepVarEdit.Text := VarList.Items[index];
VarList.Items.Delete(index);
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.DataOutBtnClick(Sender: TObject);
begin
if DepVarEdit.Text <> '' then
begin
VarList.Items.Add(DepVarEdit.Text);
DepVarEdit.Text := '';
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.DInBtnClick(Sender: TObject);
var
index: integer;
begin
index := VarList.ItemIndex;
if (index > -1) and (DCodeEdit.Text = '') then
begin
DCodeEdit.Text := VarList.Items[index];
VarList.Items.Delete(index);
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.DOutBtnClick(Sender: TObject);
begin
if DCodeEdit.Text <> '' then
begin
VarList.Items.Add(DCodeEdit.Text);
DCodeEdit.Text := '';
UpdateBtnStates;
end;
end;
function TLatinSqrsForm.GetRange(ACol: Integer; out ARange, AMin, AMax: Integer): boolean;
var
i: Integer;
mn, mx, value: Double;
begin
Result := true;
mn := MaxInt;
mx := -MaxInt;
for i := 1 to NoCases do
begin
if TryStrToFloat(OS3MainFrm.DataGrid.Cells[ACol, i], value) then
begin
if value < mn then mn := value;
if value > mx then mx := value;
end else
begin
ErrorMsg(NO_VALID_NUMBER_ERROR, [i, OS3MainFrm.DataGrid.Cells[ACol, 0]]);
Result := false;
exit;
end;
end;
AMin := round(mn);
AMax := round(mx);
ARange := AMax - AMin + 1;
end;
procedure TLatinSqrsForm.GrpInBtnClick(Sender: TObject);
var
index: integer;
begin
index := VarList.ItemIndex;
if (index > -1) and (GrpCodeEdit.Text = '') then
begin
GrpCodeEdit.Text := VarList.Items[index];
VarList.Items.Delete(index);
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.GrpOutBtnClick(Sender: TObject);
begin
if GrpCodeEdit.Text <> '' then
begin
VarList.Items.Add(GrpCodeEdit.Text);
GrpCodeEdit.Text := '';
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.PlanComboChange(Sender: TObject);
begin
PlanPanel.Visible := true;
PrepareForPlan(PlanFromCombo);
end;
procedure TLatinSqrsForm.Plan1;
var
n: integer; // no. of subjects per cell
Acol, Bcol, Ccol, DataCol: integer; // variable columns in grid
FactorA: string;
FactorB: string;
FactorC: string;
DataVar: string;
cellstring: string;
i, j, rangeA, rangeB, rangeC, mn, mx: integer;
cellcnts: IntDyneMat = nil;
celltotals: DblDyneMat = nil;
Ctotals: DblDyneVec = nil;
design: StrDyneMat = nil;
G, term1, term2, term3, term4, term5, term6, sumxsqr: double;
sumAsqr, sumBsqr, sumCsqr, sumABCsqr, SSA, SSB, SSC: double;
SSwithin, SSres, SStotal: double;
MSa, MSb, MSc, MSres, MSwithin: double;
data, GrandMean: double;
p, row, col, slice: integer;
dfa, dfb, dfc, dfres, dfwithin, dftotal, fa, fb, fc, fpartial: double;
proba, probb, probc, probpartial: double;
lReport: TStrings;
begin
n := StrToInt(nPerCellEdit.Text);
FactorA := ACodeEdit.Text;
FactorB := BCodeEdit.Text;
FactorC := CCodeEdit.Text;
DataVar := DepVarEdit.Text;
ACol := GetVariableIndex(OS3MainFrm.DataGrid, FactorA);
BCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorB);
CCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorC);
DataCol := GetVariableIndex(OS3MainFrm.DataGrid, DataVar);
// determine no. of levels in A, B and C
if not GetRange(ACol, rangeA, mn, mx) then exit;
if not GetRange(BCol, rangeB, mn, mx) then exit;
if not GetRange(CCol, rangeC, mn, mx) then exit;
if not CheckDataCol(Datacol) then exit;
// check for squareness
if (rangeA <> rangeB) or (rangeA <> rangeC) or (rangeB <> rangeC) then
begin
ErrorMsg('In a Latin square the range of values should all be equal.');
exit;
end;
p := rangeA;
// set up an array for cell counts and for cell sums and marginal sums
SetLength(cellcnts, rangeA+1, rangeB+1); // wp: why +1?
SetLength(celltotals, rangeA+1, rangeB+1);
SetLength(Ctotals, rangeC+1);
SetLength(Design, rangeA, rangeB);
// initialize arrays and values
for i := 0 to rangeA do
for j := 0 to rangeB do
begin
cellcnts[i, j] := 0;
celltotals[i, j] := 0.0;
end;
for i := 0 to rangeC-1 do
Ctotals[i] := 0;
G := 0.0;
sumxsqr := 0.0;
sumAsqr := 0.0;
sumBsqr := 0.0;
sumCsqr := 0.0;
sumABCsqr := 0.0;
term1 := 0.0;
term2 := 0.0;
term3 := 0.0;
term4 := 0.0;
term5 := 0.0;
term6 := 0.0;
GrandMean := 0.0;
// Read in the data
for i := 1 to NoCases do
begin
// Data values in cols A, B, C are assumed to be 1-based indices! --> subtract 1
row := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol, i])) - 1;
col := Round(StrTofloat(OS3MainFrm.DataGrid.Cells[Bcol, i])) - 1;
slice := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol, i])) - 1;
data := StrToFloat(OS3MainFrm.DataGrid.Cells[DataCol, i]);
cellcnts[row, col] := cellcnts[row, col] + 1;
celltotals[row, col] := celltotals[row, col] + data;
Ctotals[slice] := Ctotals[slice] + data;
sumxsqr := sumxsqr + sqr(data);
GrandMean := GrandMean + data;
end;
// Check for equal cell counts
for i := 0 to p-1 do
for j := 0 to p-1 do
begin
if cellcnts[i,j] <> n then
begin
ErrorMsg('Cell sizes are not equal.');
exit;
end;
end;
// Calculate values
for i := 0 to p - 1 do // get row and column sums
begin
for j := 0 to p - 1 do
begin
celltotals[i, p] := celltotals[i, p] + celltotals[i, j];
celltotals[p, j] := celltotals[p, j] + celltotals[i, j];
sumABCsqr := sumABCsqr + sqr(celltotals[i,j]);
end;
end;
for i := 0 to p-1 do
G := G + Ctotals[i];
term1 := (G * G) / (n * p * p);
term2 := sumxsqr;
for i := 0 to p-1 do // sum of squared A's
sumAsqr := sumAsqr + (celltotals[i,p] * celltotals[i,p]);
for i := 0 to p-1 do // sum of squared B's
sumBsqr := sumBsqr + (celltotals[p,i] * celltotals[p,i]);
for i := 0 to p-1 do // sum of squared C's
sumCsqr := sumCsqr + (Ctotals[i] * Ctotals[i]);
term3 := sumAsqr / (n * p);
term4 := sumBsqr / (n * p);
term5 := sumCsqr / (n * p);
term6 := sumABCsqr / n;
SSA := term3 - term1;
SSB := term4 - term1;
SSC := term5 - term1;
SSwithin := term2 - term6;
SSres := term6 - term3 - term4 - term5 + 2 * term1;
SStotal := SSA + SSB + SSC + SSres + SSwithin;
dfa := p-1;
dfb := p-1;
dfc := p-1;
dfres := (p-1) * (p-2);
dfwithin := (p * p) * (n - 1);
dftotal := n * p * p - 1;
MSa := SSA / dfa;
MSb := SSB / dfb;
MSc := SSC / dfc;
MSres := SSres / dfres;
MSwithin := SSwithin / dfwithin;
fa := MSa / MSwithin;
fb := MSb / MSwithin;
fc := MSc / MSwithin;
fpartial := MSres / MSwithin;
proba := ProbF(fa,dfa,dfwithin);
probb := ProbF(fb,dfb,dfwithin);
probc := ProbF(fc,dfc,dfwithin);
probpartial := ProbF(fpartial,dfres,dfwithin);
// show ANOVA table results
lReport := TStringList.Create;
try
lReport.Add('LATIN SQUARE ANALYSIS Plan 1 Results');
lReport.Add('');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Source SS DF MS F Prob.>F');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Factor A %9.3f %9.0f %9.3f %9.3f %9.3f', [SSA, dfa, MSa, fa, proba]);
lReport.Add('Factor B %9.3f %9.0f %9.3f %9.3f %9.3f', [SSB, dfb, MSb, fb, probb]);
lReport.Add('Factor C %9.3f %9.0f %9.3f %9.3f %9.3f', [SSC, dfc, MSc, fc, probc]);
lReport.Add('Residual %9.3f %9.0f %9.3f %9.3f %9.3f',[SSres, dfres, MSres, fpartial, probpartial]);
lReport.Add('Within %9.3f %9.0f %9.3f', [SSwithin, dfwithin, MSwithin]);
lReport.Add('Total %9.3f %9.0f', [SStotal, dftotal]);
lReport.Add('-----------------------------------------------------------');
// show design
lReport.Add('');
lReport.Add('Experimental Design');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ',[i]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
lReport.Add('%10s', [FactorA]);
for i := 1 to NoCases do
begin
row := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i]));
col := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i]));
slice := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol,i]));
Design[row-1, col-1] := 'C' + IntToStr(slice);
end;
for i := 0 to p - 1 do
begin
cellstring := Format(' %3d ',[i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format('%5s', [Design[i, j]]);
lReport.Add(cellstring);
end;
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
// show table cell means
for i := 0 to p-1 do
for j := 0 to p-1 do
celltotals[i,j] := celltotals[i,j] / n;
for i := 0 to p-1 do
begin
celltotals[i,p] := celltotals[i,p] / (p * n);
celltotals[p,i] := celltotals[p,i] / (p * n);
end;
GrandMean := GrandMean / (p * p * n);
for i := 0 to p-1 do
Ctotals[i] := Ctotals[i] / (p * n);
lReport.Add('');
lReport.Add('');
lReport.Add('Cell means and totals');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
lReport.Add(cellstring);
for i := 0 to p-1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [celltotals[i,j]]);
cellstring := cellstring + Format(' %8.3f ', [celltotals[i,p]]);
lReport.Add(cellstring);
end;
cellstring := 'Total ';
for j := 0 to p-1 do
cellstring := cellstring + Format(' %8.3f ', [celltotals[p,j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
// show category means
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorC]);
for i := 1 to p do
cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Ctotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellString);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
FReportFrame.DisplayReport(lReport);
finally
lReport.Free;
Design := nil;
Ctotals := nil;
celltotals := nil;
cellcnts := nil;
end;
end;
procedure TLatinSqrsForm.Plan2;
var
n: integer; // no. of subjects per cell
Acol, Bcol, Ccol, Dcol, DataCol: integer; // variable columns in grid
FactorA: string;
FactorB: string;
FactorC: string;
FactorD: string;
DataVar: string;
cellstring: string;
i, j, k: integer;
rangeA, rangeB, rangeC, rangeD: integer;
mn, mx, minD: Integer;
cellcnts: IntDyneCube = nil;
celltotals: DblDyneCube = nil;
Ctotals: DblDyneVec = nil;
design: StrDyneMat = nil;
G, term1, term3, term4, term5, term6, term7, term8: double;
term9, sumxsqr: double;
sumAsqr, sumBsqr, sumCsqr, sumDsqr, SSA, SSB, SSC, SSD: double;
sumADsqr, sumBDsqr, sumCDsqr: double;
ADmat: DblDyneMat = nil;
BDmat: DblDyneMat = nil;
CDmat: DblDyneMat = nil;
SSAD, SSBD, SSCD, SSwithin, SSres, SStotal: double;
MSa, MSb, MSc, MSd, MSAD, MSBD, MSCD, MSres, MSwithin: double;
data, GrandMean: double;
p, row, col, slice, block: integer;
dfa, dfb, dfc, dfres, dfwithin, dftotal, fa, fb, fc, fpartial: double;
dfd, fd, fad, fbd, fcd, dfad, dfbd, dfcd: double;
proba, probb, probc, probd, probpartial: double;
probad, probbd, probcd: double;
lReport: TStrings;
begin
n := StrToInt(nPerCellEdit.Text);
FactorA := ACodeEdit.Text;
FactorB := BCodeEdit.Text;
FactorC := CCodeEdit.Text;
FactorD := DCodeEdit.Text;
DataVar := DepVarEdit.Text;
ACol := GetVariableIndex(OS3MainFrm.DataGrid, FactorA);
BCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorB);
CCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorC);
DCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorD);
DataCol := GetVariableIndex(OS3MainFrm.DataGrid, DataVar);
// determine no. of levels in A, B and C
if not GetRange(ACol, rangeA, mn, mx) then exit;
if not GetRange(BCol, rangeB, mn, mx) then exit;
if not GetRange(CCol, rangeC, mn, mx) then exit;
if not GetRange(DCol, rangeD, mn, mx) then exit;
if not CheckDataCol(DataCol) then exit;
minD := mn;
p := rangeA;
// check for squareness
if (rangeA <> rangeB) or (rangeA <> rangeC) or (rangeB <> rangeC) then
begin
ErrorMsg('In a Latin square the range of values should all be equal.');
exit;
end;
// set up an array for cell counts and for cell sums and marginal sums
SetLength(cellcnts, rangeA+1, rangeB+1, rangeD+1);
SetLength(celltotals, rangeA+1, rangeB+1, rangeD+1);
SetLength(ADmat, rangeA+1, rangeD+1);
SetLength(BDmat, rangeB+1, rangeD+1);
SetLength(CDmat, rangeC+1, rangeD+1);
SetLength(Ctotals, rangeC+1);
SetLength(Design, rangeA, rangeB);
// initialize arrays and values
for i := 0 to rangeA do
for j := 0 to rangeB do
for k := 0 to rangeD do
begin
cellcnts[i, j, k] := 0;
celltotals[i, j, k] := 0.0;
end;
for i := 0 to rangeA do
for j := 0 to rangeD do
ADmat[i,j] := 0.0;
for i := 0 to rangeB do
for j := 0 to rangeD do
BDmat[i,j] := 0.0;
for i := 0 to rangeC do
for j := 0 to rangeD do
CDmat[i,j] := 0.0;
for i := 0 to rangeC-1 do
Ctotals[i] := 0;
G := 0.0;
sumxsqr := 0.0;
sumAsqr := 0.0;
sumBsqr := 0.0;
sumCsqr := 0.0;
sumDsqr := 0.0;
sumADsqr := 0.0;
sumBDsqr := 0.0;
sumCDsqr := 0.0;
term1 := 0.0;
term3 := 0.0;
term4 := 0.0;
term5 := 0.0;
term6 := 0.0;
term7 := 0.0;
term8 := 0.0;
term9 := 0.0;
GrandMean := 0.0;
SSwithin := 0.0;
// Read in the data
for i := 1 to NoCases do
begin
row := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i]));
col := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i]));
slice := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol,i]));
block := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Dcol,i]));
data := StrToFloat(OS3MainFrm.DataGrid.Cells[DataCol,i]);
cellcnts[row-1,col-1,block-1] := cellcnts[row-1,col-1,block-1] + 1;
celltotals[row-1,col-1,block-1] := celltotals[row-1,col-1,block-1] + data;
ADmat[row-1,block-1] := ADmat[row-1,block-1] + data;
BDmat[col-1,block-1] := BDmat[col-1,block-1] + data;
CDmat[slice-1,block-1] := CDmat[slice-1,block-1] + data;
Ctotals[slice-1] := Ctotals[slice-1] + data;
sumxsqr := sumxsqr + (data * data);
GrandMean := GrandMean + data;
end;
// check for equal cell counts
for i := 0 to p-1 do
for j := 0 to p-1 do
for k := 0 to rangeD - 1 do
if cellcnts[i,j,k] <> n then
begin
ErrorMsg('Cell sizes are not equal.');
exit;
end;
// calculate values
for i := 0 to p - 1 do // get row, column and block sums
for j := 0 to p-1 do
for k := 0 to rangeD - 1 do
begin
celltotals[i,p,k] := celltotals[i,p,k] + celltotals[i,j,k];
celltotals[p,j,k] := celltotals[p,j,k] + celltotals[i,j,k];
celltotals[i,j,rangeD] :=celltotals[i,j,rangeD] + celltotals[i,j,k];
end;
// get interaction AD
for i := 0 to rangeA-1 do
for j := 0 to rangeD-1 do
begin
sumADsqr := sumADsqr + (ADmat[i,j] * ADmat[i,j]);
ADmat[i,rangeD] := ADmat[i,rangeD] + ADmat[i,j];
ADmat[rangeA,j] := ADmat[rangeA,j] + ADmat[i,j];
end;
for i := 0 to rangeA-1 do
sumAsqr := sumAsqr + (ADmat[i,rangeD] * ADmat[i,rangeD]);
for i := 0 to rangeD-1 do
sumDsqr := sumDsqr + (ADmat[rangeA,i] * ADmat[rangeA,i]);
// get interaction BD
for i := 0 to rangeB-1 do
for j := 0 to rangeD-1 do
begin
sumBDsqr := sumBDsqr + (BDmat[i,j] * BDmat[i,j]);
BDmat[i,rangeD] := BDmat[i,rangeD] + BDmat[i,j];
BDmat[rangeB,j] := BDmat[rangeB,j] + BDmat[i,j];
end;
for i := 0 to rangeB-1 do
sumBsqr := sumBsqr + (BDmat[i,rangeD] * BDmat[i,rangeD]);
// get interaction CD
for i := 0 to rangeC-1 do
for j := 0 to rangeD-1 do
begin
sumCDsqr := sumCDsqr + (CDmat[i,j] * CDmat[i,j]);
CDmat[i,rangeD] := CDmat[i,rangeD] + CDmat[i,j];
CDmat[rangeC,j] := CDmat[rangeC,j] + CDmat[i,j];
end;
for i := 0 to rangeC-1 do
sumCsqr := sumCsqr + (CDmat[i,rangeD] * CDmat[i,rangeD]);
G := GrandMean;
term1 := (G * G) / (n * p * p * rangeD);
term3 := sumAsqr / (n * p * rangeD);
term4 := sumBsqr / (n * p * rangeD);
term5 := sumCsqr / (n * p * rangeD);
term6 := sumADsqr / (n * p);
term7 := SumBDsqr / (n * p);
term8 := SumCDsqr / (n * p);
term9 := sumDsqr / (n * p * p);
SSA := term3 - term1;
SSD := term9 - term1;
SSAD := term6 - term3 - term9 + term1;
SSB := term4 - term1;
SSBD := term7 - term4 - term9 + term1;
SSC := term5 - term1;
SSCD := term8 - term5 - term9 + term1;
// get ss within
for i := 0 to rangeA - 1 do
for j := 0 to rangeB - 1 do
for k := 0 to rangeD - 1 do
SSwithin := SSwithin + (celltotals[i,j,k] * celltotals[i,j,k]);
SSwithin := sumXsqr - (SSwithin / n);
// get SS residual
SStotal := sumXsqr - term1;
SSres := SStotal - SSA - SSB - SSC - SSD - SSAD - SSBD - SSCD - SSwithin;
dfa := p-1;
dfb := p-1;
dfc := p-1;
dfd := rangeD - 1;
dfad := (p-1) * (rangeD - 1);
dfbd := dfad;
dfcd := dfad;
dfres := rangeD * (p-1) * (p-2);
dfwithin := (p * p) * rangeD * (n - 1);
dftotal := n * p * p * rangeD - 1;
MSa := SSA / dfa;
MSb := SSB / dfb;
MSc := SSC / dfc;
MSd := SSD / dfd;
MSad := SSAD / dfad;
MSbd := SSBD / dfbd;
MScd := SSCD / dfcd;
MSres := SSres / dfres;
MSwithin := SSwithin / dfwithin;
fa := MSa / MSwithin;
fb := MSb / MSwithin;
fc := MSc / MSwithin;
fd := MSd / MSwithin;
fad := MSad / MSwithin;
fbd := MSbd / MSwithin;
fcd := MScd / MSwithin;
fpartial := MSres / MSwithin;
proba := ProbF(fa, dfa, dfwithin);
probb := ProbF(fb, dfb, dfwithin);
probc := ProbF(fc, dfc, dfwithin);
probd := ProbF(fd, dfd, dfwithin);
probad := ProbF(fad, dfad, dfwithin);
probbd := ProbF(fbd, dfbd, dfwithin);
probcd := ProbF(fcd, dfcd, dfwithin);
probpartial := ProbF(fpartial, dfres, dfwithin);
// show ANOVA table results
lReport := TStringList.Create;
try
lReport.Add('');
lReport.Add('LATIN SQUARE ANALYSIS Plan 2 Results');
lReport.Add('');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Source SS DF MS F Prob.>F');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Factor A %9.3f %9.0f %9.3f %9.3f %9.3f', [SSA, dfa, MSa, fa, proba]);
lReport.Add('Factor B %9.3f %9.0f %9.3f %9.3f %9.3f', [SSB, dfb, MSb, fb, probb]);
lReport.Add('Factor C %9.3f %9.0f %9.3f %9.3f %9.3f', [SSC, dfc, MSc, fc, probc]);
lReport.Add('Factor D %9.3f %9.0f %9.3f %9.3f %9.3f', [SSD, dfd, MSd, fd, probd]);
lReport.Add('A x D %9.3f %9.0f %9.3f %9.3f %9.3f', [SSAD, dfad, MSad, fad, probad]);
lReport.Add('B x D %9.3f %9.0f %9.3f %9.3f %9.3f', [SSBD, dfbd, MSbd, fbd, probbd]);
lReport.Add('C x D %9.3f %9.0f %9.3f %9.3f %9.3f', [SSCD, dfcd, MScd, fcd, probcd]);
lReport.Add('Residual %9.3f %9.0f %9.3f %9.3f %9.3f', [SSres, dfres, MSres, fpartial, probpartial]);
lReport.Add('Within %9.3f %9.0f %9.3f', [SSwithin, dfwithin, MSwithin]);
lReport.Add('Total %9.3f %9.0f', [SStotal, dftotal]);
lReport.Add('-----------------------------------------------------------');
// show design for each block
for k := 0 to rangeD - 1 do
begin
lReport.Add('');
lReport.Add('Experimental Design for block %d', [k+1]);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ',[i]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
lReport.Add('%10s', [FactorA]);
for i := 1 to NoCases do
begin
row := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol, i]));
col := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol, i]));
slice := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol, i]));
block := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Dcol, i]));
if block = minD + k then
Design[row-1, col-1] := 'C' + IntToStr(slice);
end;
for i := 0 to p - 1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format('%5s', [Design[i,j]]);
lReport.Add(cellstring);
end;
cellstring := '----------';
for i := 1 to p + 1 do
cellstring := cellstring + '-----';
lReport.Add(cellstring);
end;
// get cell means
for i := 0 to p-1 do
for j := 0 to p-1 do
for k := 0 to rangeD - 1 do
celltotals[i,j,k] := celltotals[i,j,k] / n;
for i := 0 to p-1 do
for k := 0 to rangeD - 1 do
begin
celltotals[i,p,k] := celltotals[i,p,k] / (p * n);
celltotals[p,i,k] := celltotals[p,i,k] / (p * n);
end;
GrandMean := GrandMean / (p * p * n * rangeD);
for i := 0 to p-1 do
Ctotals[i] := Ctotals[i] / (p * n * rangeD);
// show table of means for each block
for k := 0 to rangeD-1 do
begin
lReport.Add('');
lReport.Add('BLOCK %d', [k+1]);
lReport.Add('');
lReport.Add('Cell means and totals');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ',[i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
lReport.Add(cellstring);
for i := 0 to p-1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [celltotals[i, j, k]]);
cellstring := cellstring + Format(' %8.3f ', [celltotals[i, p, k]]);
lReport.Add(cellstring);
end;
cellstring := 'Total ';
for j := 0 to p-1 do
cellstring := cellstring + Format(' %8.3f ', [celltotals[p, j, k]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
end;
// show category means
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorC]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Ctotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
FReportFrame.DisplayReport(lReport);
finally
lReport.Free;
Design := nil;
Ctotals := nil;
CDmat := nil;
BDmat := nil;
ADmat := nil;
celltotals := nil;
cellcnts := nil;
end;
end;
procedure TLatinSqrsForm.Plan3;
var
n : integer; // no. of subjects per cell
Acol, Bcol, Ccol, Dcol, DataCol: integer; // variable columns in grid
FactorA: string;
FactorB: string;
FactorC: string;
FactorD: string;
DataVar: string;
cellstring: string;
i, j, k, m: integer;
rangeA, rangeB, rangeC, rangeD: integer;
minD, mn, mx: Integer;
cellcnts: IntDyneCube = nil;
celltotals: DblDyneQuad = nil;
ABmat: DblDyneMat = nil;
ACmat: DblDyneMat = nil;
BCmat: DblDyneMat = nil;
ABCmat: DblDyneCube = nil;
Atotals: DblDyneVec = nil;
Btotals: DblDyneVec = nil;
Ctotals: DblDyneVec = nil;
Dtotals: DblDyneVec = nil;
design: StrDyneMat = nil;
G, term1, term3, term4, term5, term6, term7, term8: double;
term9, term10, sumxsqr: double;
sumAsqr, sumBsqr, sumCsqr, sumDsqr, SSA, SSB, SSC, SSD: double;
sumABsqr, sumACsqr, sumBCsqr, sumABCsqr: double;
SSAB, SSAC, SSBC, SSABC, SSwithin, SStotal: double;
MSa, MSb, MSc, MSd, MSAB, MSAC, MSBC, MSABC, MSwithin: double;
data, GrandMean: double;
p, row, col, slice, block: integer;
dfa, dfb, dfc, dfwithin, dftotal, fa, fb, fc: double;
dfd, fd, fab, fac, fbc, fabc, dfab, dfac, dfbc, dfabc: double;
proba, probb, probc, probd: double;
probab, probac, probbc, probabc: double;
lReport: TStrings;
begin
n := StrToInt(nPerCellEdit.Text);
FactorA := ACodeEdit.Text;
FactorB := BCodeEdit.Text;
FactorC := CCodeEdit.Text;
FactorD := DCodeEdit.Text;
DataVar := DepVarEdit.Text;
ACol := GetVariableIndex(OS3MainFrm.DataGrid, FactorA);
BCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorB);
CCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorC);
DCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorD);
DataCol := GetVariableIndex(OS3MainFrm.DataGrid, DataVar);
// determine no. of levels in A, B and C
if not GetRange(ACol, rangeA, mn, mx) then exit;
if not GetRange(BCol, rangeB, mn, mx) then exit;
if not GetRange(CCol, rangeC, mn, mx) then exit;
if not GetRange(DCol, rangeD, mn, mx) then exit;
if not CheckDataCol(DataCol) then exit;
minD := mn;
p := rangeA;
// check for squareness
if (rangeA <> rangeB) or (rangeA <> rangeC) or (rangeB <> rangeC) or (rangeA <> rangeD) then
begin
ErrorMsg('In a Latin square the range of values should all be equal.');
exit;
end;
// set up an array for cell counts and for cell sums and marginal sums
SetLength(cellcnts, p+1, p+1, p+1);
SetLength(celltotals, p+1, p+1, p+1, p+1);
SetLength(ABmat, p+1, p+1);
SetLength(ACmat, p+1, p+1);
SetLength(BCmat, p+1, p+1);
SetLength(ABCmat, p+1, p+1, p+1);
SetLength(Atotals, p);
SetLength(Btotals, p);
SetLength(Ctotals, p);
SetLength(Dtotals, p);
SetLength(Design,p, p);
// initialize arrays and values
for i := 0 to p do
for j := 0 to p do
for k := 0 to p do
for m := 0 to p do
celltotals[i,j,k,m] := 0.0;
for i := 0 to p do
for j := 0 to p do
begin
ABmat[i,j] := 0.0;
ACmat[i,j] := 0.0;
BCmat[i,j] := 0.0;
end;
for i := 0 to p do
for j := 0 to p do
for k := 0 to p do
begin
ABCmat[i,j,k] := 0.0;
cellcnts[i,j,k] := 0;
end;
for i := 0 to p-1 do
begin
Atotals[i] := 0.0;
Btotals[i] := 0.0;
Ctotals[i] := 0.0;
Dtotals[i] := 0.0;
end;
G := 0.0;
sumxsqr := 0.0;
sumAsqr := 0.0;
sumBsqr := 0.0;
sumCsqr := 0.0;
sumDsqr := 0.0;
sumABsqr := 0.0;
sumACsqr := 0.0;
sumBCsqr := 0.0;
sumABCsqr := 0.0;
term1 := 0.0;
term3 := 0.0;
term4 := 0.0;
term5 := 0.0;
term6 := 0.0;
term7 := 0.0;
term8 := 0.0;
term9 := 0.0;
term10 := 0.0;
GrandMean := 0.0;
SSwithin := 0.0;
// Read in the data
for i := 1 to NoCases do
begin
row := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i]));
col := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i]));
slice := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol,i]));
block := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Dcol,i]));
data := StrToFloat(OS3MainFrm.DataGrid.Cells[DataCol,i]);
cellcnts[row-1,col-1,slice-1] := cellcnts[row-1,col-1,slice-1] + 1;
celltotals[row-1,col-1,slice-1,block-1] := celltotals[row-1,col-1,slice-1,block-1] + data;
ABmat[row-1,col-1] := ABmat[row-1,col-1] + data;
ACmat[row-1,slice-1] := ACmat[row-1,slice-1] + data;
BCmat[col-1,slice-1] := BCmat[col-1,slice-1] + data;
ABCmat[row-1,col-1,slice-1] := ABCmat[row-1,col-1,slice-1] + data;
Atotals[row-1] := Atotals[row-1] + data;
Btotals[col-1] := Btotals[col-1] + data;
Ctotals[slice-1] := Ctotals[slice-1] + data;
Dtotals[block-1] := Dtotals[block-1] + data;
sumxsqr := sumxsqr + (data * data);
GrandMean := GrandMean + data;
end;
// check for equal cell counts in ABCmat
for i := 0 to p-1 do
for j := 0 to p-1 do
for k := 0 to p - 1 do
if cellcnts[i,j,k] <> n then
begin
ErrorMsg('Cell sizes are not equal.');
exit;
end;
// calculate values
for i := 0 to p - 1 do // get row, column, slice and block sums
for j := 0 to p-1 do
for k := 0 to p - 1 do
for m := 0 to p - 1 do
begin
celltotals[p,j,k,m] := celltotals[p,j,k,m] + celltotals[i,j,k,m];
celltotals[i,p,k,m] := celltotals[i,p,k,m] + celltotals[i,j,k,m];
celltotals[i,j,p,m] := celltotals[i,j,p,m] + celltotals[i,j,k,m];
celltotals[i,j,k,p] := celltotals[i,j,k,p] + celltotals[i,j,k,m];
end;
for i := 0 to p - 1 do // get row, column and slice sums in ABC matrix
for j := 0 to p-1 do
for k := 0 to p-1 do
begin
ABCmat[p,j,k] := ABCmat[p,j,k] + ABCmat[i,j,k];
ABCmat[i,p,k] := ABCmat[i,p,k] + ABCmat[i,j,k];
ABCmat[i,j,p] := ABCmat[i,j,p] + ABCmat[i,j,k];
end;
// get 2-way interactions
for i := 0 to p-1 do
for j := 0 to p-1 do
begin
sumABsqr := sumABsqr + (ABmat[i,j] * ABmat[i,j]);
sumACsqr := sumACsqr + (ACmat[i,j] * ACmat[i,j]);
sumBCsqr := SumBCsqr + (BCmat[i,j] * BCmat[i,j]);
ABmat[i,p] := ABmat[i,p] + ABmat[i,j];
ABmat[p,j] := ABmat[p,j] + ABmat[i,j];
ACmat[i,p] := ACmat[i,p] + ACmat[i,j];
ACmat[p,j] := ACmat[p,j] + ACmat[i,j];
BCmat[i,p] := BCmat[i,p] + BCmat[i,j];
BCmat[p,j] := BCmat[p,j] + BCmat[i,j];
for k := 0 to p-1 do
sumABCsqr := sumABCsqr + (ABCmat[i,j,k] * ABCmat[i,j,k]);
end;
for i := 0 to p-1 do
begin
sumAsqr := sumAsqr + (Atotals[i] * Atotals[i]);
sumBsqr := sumBsqr + (Btotals[i] * Btotals[i]);
SumCsqr := sumCsqr + (Ctotals[i] * Ctotals[i]);
sumDsqr := sumDsqr + (Dtotals[i] * Dtotals[i]);
end;
G := GrandMean;
term1 := (G * G) / (n * p * p * p);
term3 := sumAsqr / (n * p * p);
term4 := sumBsqr / (n * p * p);
term5 := sumCsqr / (n * p * p);
term9 := sumDsqr / (n * p * p);
term6 := sumABsqr / (n * p);
term7 := SumACsqr / (n * p);
term8 := SumBCsqr / (n * p);
term10 := sumABCsqr / n;
SSA := term3 - term1;
SSB := term4 - term1;
SSC := term5 - term1;
SSD := term9 - term1;
SSAB := term6 - term3 - term4 + term1;
SSAC := term7 - term3 - term5 + term1;
SSBC := term8 - term4 - term5 + term1;
SSABC := term10 - term6 - term7 - term8 + term3 + term4 + term5 - term1;
SSABC := SSABC - (term9 - term1);
// get ss within
for i := 0 to p - 1 do
for j := 0 to p - 1 do
for k := 0 to p - 1 do
for m := 0 to p - 1 do
SSwithin := SSwithin + (celltotals[i,j,k,m] * celltotals[i,j,k,m]);
SSwithin := sumXsqr - (SSwithin / n);
// get SS residual
SStotal := sumXsqr - term1;
dfa := p-1;
dfb := p-1;
dfc := p-1;
dfd := p-1;
dfab := (p - 1) * (p - 1);
dfac := dfab;
dfbc := dfab;
dfabc := (p-1) * (p-1) * (p-1) - (p-1);
dfwithin := p * p * p * (n - 1);
dftotal := n * p * p * p - 1;
MSa := SSA / dfa;
MSb := SSB / dfb;
MSc := SSC / dfc;
MSd := SSD / dfd;
MSab := SSAB / dfab;
MSac := SSAC / dfac;
MSbc := SSBC / dfbc;
MSabc := SSABC / dfabc;
// MSres := SSres / dfres;
MSwithin := SSwithin / dfwithin;
fa := MSa / MSwithin;
fb := MSb / MSwithin;
fc := MSc / MSwithin;
fd := MSd / MSwithin;
fab := MSab / MSwithin;
fac := MSac / MSwithin;
fbc := MSbc / MSwithin;
fabc := MSabc / MSwithin;
proba := ProbF(fa,dfa,dfwithin);
probb := ProbF(fb,dfb,dfwithin);
probc := ProbF(fc,dfc,dfwithin);
probd := ProbF(fd,dfd,dfwithin);
probab := ProbF(fab,dfab,dfwithin);
probac := ProbF(fac,dfac,dfwithin);
probbc := ProbF(fbc,dfbc,dfwithin);
probabc := ProbF(fabc,dfabc,dfwithin);
// show ANOVA table results
lReport := TStringList.Create;
try
lReport.Add('LATIN SQUARE ANALYSIS Plan 3 Results');
lReport.Add('');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Source SS DF MS F Prob.>F');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Factor A %9.3f %9.0f %9.3f %9.3f %9.3f', [SSA, dfa, MSa, fa, proba]);
lReport.Add('Factor B %9.3f %9.0f %9.3f %9.3f %9.3f', [SSB, dfb, MSb, fb, probb]);
lReport.Add('Factor C %9.3f %9.0f %9.3f %9.3f %9.3f', [SSC, dfc, MSc, fc, probc]);
lReport.Add('Factor D %9.3f %9.0f %9.3f %9.3f %9.3f', [SSD, dfd, MSd, fd, probd]);
lReport.Add('A x B %9.3f %9.0f %9.3f %9.3f %9.3f', [SSAB, dfab, MSab, fab, probab]);
lReport.Add('A x C %9.3f %9.0f %9.3f %9.3f %9.3f', [SSAC, dfac, MSac, fac, probac]);
lReport.Add('B x C %9.3f %9.0f %9.3f %9.3f %9.3f', [SSBC, dfbc, MSbc, fbc, probbc]);
lReport.Add('A x B x C %9.3f %9.0f %9.3f %9.3f %9.3f', [SSABC, dfabc, MSabc, fabc, probabc]);
lReport.Add('Within %9.3f %9.0f %9.3f', [SSwithin, dfwithin, MSwithin]);
lReport.Add('Total %9.3f %9.0f', [SStotal, dftotal]);
lReport.Add('-----------------------------------------------------------');
// show design for each block
for k := 0 to rangeD - 1 do
begin
lReport.Add('');
lReport.Add('Experimental Design for block %d', [k+1]);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
lReport.Add('%10s', [FactorA]);
for i := 1 to NoCases do
begin
row := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i]));
col := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i]));
slice := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol,i]));
block := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Dcol,i]));
if block = minD + k then
Design[row-1,col-1] := 'C' + IntToStr(slice);
end;
for i := 0 to p - 1 do
begin
cellstring := format(' %3d ',[i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + format('%5s',[Design[i,j]]);
lReport.Add(cellstring);
end;
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
end;
// get cell means
for i := 0 to p-1 do
for j := 0 to p-1 do
for k := 0 to p - 1 do
for m := 0 to p - 1 do
celltotals[i,j,k,m] := celltotals[i,j,k,m] / n;
for i := 0 to p-1 do
begin
for j := 0 to p - 1 do
begin
for k := 0 to p - 1 do
begin
for m := 0 to p - 1 do
begin
celltotals[p,j,k,m] := celltotals[p,j,k,m] / (p * n);
celltotals[i,p,k,m] := celltotals[i,p,k,m] / (p * n);
celltotals[i,j,p,m] := celltotals[i,j,p,m] / (p * n);
celltotals[i,j,k,p] := celltotals[i,j,k,p] / (p * n);
end;
end;
end;
end;
for i := 0 to p-1 do
for j := 0 to p-1 do
for k := 0 to p-1 do
ABCmat[i,j,k] := ABCmat[i,j,k] / n;
for j := 0 to p-1 do
for k := 0 to p-1 do
ABCmat[p,j,k] := ABCmat[p,j,k] / (p * n);
for i := 0 to p-1 do
for k := 0 to p-1 do
ABCmat[i,p,k] := ABCmat[i,p,k] / (p * n);
for i := 0 to p - 1 do
for j := 0 to p - 1 do
ABCmat[i,j,p] := ABCmat[i,j,p] / (p * n);
GrandMean := GrandMean / (p * p * p * n );
for i := 0 to p-1 do
begin
Atotals[i] := Atotals[i] / (p * p * n);
Btotals[i] := Btotals[i] / (p * p * n);
Ctotals[i] := Ctotals[i] / (p * p * n);
Dtotals[i] := Dtotals[i] / (p * p * n);
end;
// show table of means for each block
for k := 0 to p-1 do
begin
lReport.Add('');
lReport.Add('BLOCK %d', [k+1]);
lReport.Add('');
lReport.Add('Cell means and totals');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + format(' %3d ',[i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('%10s', [FactorA]);
for i := 0 to p-1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [ABCmat[i,j,k]]);
cellstring := cellstring + Format(' %8.3f ', [ABCmat[i,p,k]]);
lReport.Add(cellstring);
end;
cellstring := 'Total ';
for j := 0 to p-1 do
cellstring := cellstring + Format(' %8.3f ', [ABCmat[p,j,k]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
end;
// show category means
lReport.Add('');
lReport.Add('Means for each variable');
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Atotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Btotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorC]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Ctotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorD]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Dtotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
FReportFrame.DisplayReport(lReport);
finally
LReport.Free;
end;
end;
procedure TLatinSqrsForm.Plan4;
var
n: integer; // no. of subjects per cell
Acol, Bcol, Ccol, Dcol, DataCol: integer; // variable columns in grid
FactorA: string;
FactorB: string;
FactorC: string;
FactorD: string;
DataVar: string;
cellstring: string;
i, j, k: integer;
rangeA, rangeB, rangeC, rangeD: integer;
mn, mx: Integer;
cellcnts: IntDyneMat = nil;
ABmat: DblDyneMat = nil;
ABCmat: DblDyneCube = nil;
Atotals: DblDyneVec = nil;
Btotals: DblDyneVec = nil;
Ctotals: DblDyneVec = nil;
Dtotals: DblDyneVec = nil;
design: StrDyneMat = nil;
G, term1, term2, term3, term4, term5, term6, term7: double;
sumxsqr: double;
sumAsqr, sumBsqr, sumCsqr, sumDsqr, SSA, SSB, SSC, SSD: double;
SSwithin, SSres, SStotal: double;
MSa, MSb, MSc, MSd, MSres, MSwithin: double;
data, GrandMean: double;
p, row, col, slice, block: integer;
dfa, dfb, dfc, dfres, dfwithin, dftotal, fa, fb, fc: double;
dfd, fd, fres: double;
proba, probb, probc, probd, probres: double;
lReport: TStrings;
begin
n := StrToInt(nPerCellEdit.Text);
FactorA := ACodeEdit.Text;
FactorB := BCodeEdit.Text;
FactorC := CCodeEdit.Text;
FactorD := DCodeEdit.Text;
DataVar := DepVarEdit.Text;
ACol := GetVariableIndex(OS3MainFrm.DataGrid, FactorA);
BCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorB);
CCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorC);
DCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorD);
DataCol := GetVariableIndex(OS3MainFrm.DataGrid, DataVar);
// determine no. of levels in A, B and C
if not GetRange(ACol, rangeA, mn, mx) then exit;
if not GetRange(BCol, rangeB, mn, mx) then exit;
if not GetRange(CCol, rangeC, mn, mx) then exit;
if not GetRange(DCol, rangeD, mn, mx) then exit;
if not CheckDataCol(DataCol) then exit;
p := rangeA;
// check for squareness
if (rangeA <> rangeB) or (rangeA <> rangeC) or (rangeB <> rangeC) then
begin
ErrorMsg('In a Latin square the range of values should be equal for A,B and C.');
exit;
end;
// set up an array for cell counts and for cell sums and marginal sums
SetLength(ABmat, p+1, p+1);
SetLength(ABCmat, p+1, p+1, p+1);
SetLength(cellcnts, p+1, p+1);
SetLength(Atotals, p);
SetLength(Btotals, p);
SetLength(Ctotals, p);
SetLength(Dtotals, p);
SetLength(Design, p, p);
for i := 0 to p do
for j := 0 to p do
for k := 0 to p do
ABCmat[i,j,k] := 0.0;
for i := 0 to p-1 do
for j := 0 to p-1 do
begin
cellcnts[i,j] := 0;
ABmat[i,j] := 0.0;
end;
for i := 0 to p-1 do
begin
Atotals[i] := 0.0;
Btotals[i] := 0.0;
Ctotals[i] := 0.0;
Dtotals[i] := 0.0;
end;
G := 0.0;
sumxsqr := 0.0;
sumAsqr := 0.0;
sumBsqr := 0.0;
sumCsqr := 0.0;
sumDsqr := 0.0;
SSwithin := 0.0;
term1 := 0.0;
term2 := 0.0;
term3 := 0.0;
term4 := 0.0;
term5 := 0.0;
term6 := 0.0;
term7 := 0.0;
GrandMean := 0.0;
// Read in the data
for i := 1 to NoCases do
begin
row := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i]));
col := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i]));
slice := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol,i]));
block := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Dcol,i]));
data := StrToFloat(OS3MainFrm.DataGrid.Cells[DataCol,i]);
cellcnts[row-1,col-1] := cellcnts[row-1,col-1] + 1;
ABCmat[row-1,col-1,slice-1] := ABCmat[row-1,col-1,slice-1] + data;
Atotals[row-1] := Atotals[row-1] + data;
Btotals[col-1] := Btotals[col-1] + data;
Ctotals[slice-1] := Ctotals[slice-1] + data;
Dtotals[block-1] := Dtotals[block-1] + data;
sumxsqr := sumxsqr + (data * data);
GrandMean := GrandMean + data;
end;
// collapse c's into a x b
for k := 0 to p-1 do
for i := 0 to p-1 do
for j := 0 to p-1 do
ABmat[i,j] := ABmat[i,j] + ABCmat[i,j,k];
// get sum of squared cells
for i := 0 to p - 1 do
for j := 0 to p - 1 do
SSwithin := SSwithin + (ABmat[i,j] * ABmat[i,j]);
// check for equal cell counts
for i := 0 to p-1 do
for j := 0 to p-1 do
if cellcnts[i,j] <> n then
begin
ErrorMsg('Cell sizes are not equal,');
Exit;
end;
for i := 0 to p-1 do
begin
sumAsqr := sumAsqr + (Atotals[i] * Atotals[i]);
sumBsqr := sumBsqr + (Btotals[i] * Btotals[i]);
sumCsqr := sumCsqr + (Ctotals[i] * Ctotals[i]);
sumDsqr := sumDsqr + (Dtotals[i] * Dtotals[i]);
end;
G := GrandMean;
term1 := (G * G) / (n * p * p);
term2 := sumxsqr;
term3 := sumAsqr / (n * p);
term4 := sumBsqr / (n * p);
term5 := sumCsqr / (n * p);
term6 := sumDsqr / (n * p);
term7 := SSwithin / n;
SSA := term3 - term1;
SSB := term4 - term1;
SSC := term5 - term1;
SSD := term6 - term1;
SSres := term7 - term3 - term4 - term5 - term6 + 3 * term1;
SSwithin := term2 - term7;
SStotal := term2 - term1;
dfa := p-1;
dfb := p-1;
dfc := p-1;
dfd := p-1;
dfres := (p-1) * (p-3);
dfwithin := p * p * (n - 1);
dftotal := n * p * p - 1;
MSa := SSA / dfa;
MSb := SSB / dfb;
MSc := SSC / dfc;
MSd := SSD / dfd;
if dfres > 0 then MSres := SSres / dfres;
MSwithin := SSwithin / dfwithin;
fa := MSa / MSwithin;
fb := MSb / MSwithin;
fc := MSc / MSwithin;
fd := MSd / MSwithin;
if dfres > 0 then fres := MSres / MSwithin;
proba := probf(fa,dfa,dfwithin);
probb := probf(fb,dfb,dfwithin);
probc := probf(fc,dfc,dfwithin);
probd := probf(fd,dfd,dfwithin);
if dfres > 0 then probres := probf(fres,dfres,dfwithin);
// show ANOVA table results
lReport := TStringList.Create;
try
lReport.Add('GRECO-LATIN SQUARE ANALYSIS (No Interactions)');
lReport.Add('');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Source SS DF MS F Prob.>F');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Factor A %9.3f %9.0f %9.3f %9.3f %9.3f', [SSA, dfa, MSa, fa, proba]);
lReport.Add('Factor B %9.3f %9.0f %9.3f %9.3f %9.3f', [SSB, dfb, MSb, fb, probb]);
lReport.Add('Latin Sqr.%9.3f %9.0f %9.3f %9.3f %9.3f', [SSC, dfc, MSc, fc, probc]);
lReport.Add('Greek Sqr.%9.3f %9.0f %9.3f %9.3f %9.3f', [SSD, dfd, MSd, fd, probd]);
if dfres > 0 then
lReport.Add('Residual %9.3f %9.0f %9.3f %9.3f %9.3f', [SSres, dfres, MSres, fres, probres])
else
lReport.Add('Residual - - - - -');
lReport.Add('Within %9.3f %9.0f %9.3f', [SSwithin, dfwithin, MSwithin]);
lReport.Add('Total %9.3f %9.0f', [SStotal, dftotal]);
lReport.Add('-----------------------------------------------------------');
// show design for Latin Square
lReport.Add('');
lReport.Add('Experimental Design for Latin Square ');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
lReport.Add('%10s', [FactorA]);
for i := 1 to NoCases do
begin
row := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i]));
col := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i]));
slice := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol,i]));
Design[row-1,col-1] := 'C' + IntToStr(slice);
end;
for i := 0 to p - 1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format('%5s', [Design[i,j]]);
lReport.Add(cellstring);
end;
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
// show design for Greek Square
lReport.Add('');
lReport.Add('Experimental Design for Greek Square ');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
lReport.Add(cellstring);
for i := 1 to NoCases do
begin
row := StrToInt(OS3MainFrm.DataGrid.Cells[Acol,i]);
col := StrToInt(OS3MainFrm.DataGrid.Cells[Bcol,i]);
block := StrToInt(OS3MainFrm.DataGrid.Cells[Dcol,i]);
Design[row-1,col-1] := 'C' + IntToStr(block);
end;
for i := 0 to p - 1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format('%5s', [Design[i,j]]);
lReport.Add(cellstring);
end;
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
for i := 0 to p-1 do
begin
for j := 0 to p - 1 do
begin
ABmat[i,p] := ABmat[i,p] + ABmat[i,j];
ABmat[p,j] := ABmat[p,j] + ABmat[i,j];
end;
end;
for i := 0 to p-1 do
for j := 0 to p-1 do
ABmat[i,j] := ABmat[i,j] / n;
for i := 0 to p-1 do
ABmat[i,p] := ABmat[i,p] / (n * p);
for j := 0 to p-1 do
ABmat[p,j] := ABmat[p,j] / (n * p);
GrandMean := GrandMean / (p * p * n );
for i := 0 to p-1 do
begin
Atotals[i] := Atotals[i] / (p * n);
Btotals[i] := Btotals[i] / (p * n);
Ctotals[i] := Ctotals[i] / (p * n);
Dtotals[i] := Dtotals[i] / (p * n);
end;
// show table of means for ABmat
lReport.Add('');
lReport.Add('Cell means and totals');
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
lReport.Add(cellstring);
for i := 0 to p-1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [ABmat[i,j]]);
cellstring := cellstring + Format(' %8.3f ', [ABmat[i,p]]);
lReport.Add(cellstring);
end;
cellstring := 'Total ';
for j := 0 to p-1 do
cellstring := cellstring + Format(' %8.3f ', [ABmat[p,j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
// show category means
lReport.Add('');
lReport.Add('Means for each variable');
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Atotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Btotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorC]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Ctotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('');
cellstring := '----------';
for i := 1 to rangeD + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorD]);
for i := 1 to rangeD do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to rangeD + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to rangeD - 1 do
cellstring := cellstring + Format(' %8.3f ', [Dtotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to rangeD + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
FReportFrame.DisplayReport(lReport);
finally
lReport.Free;
end;
end;
procedure TLatinSqrsForm.Plan5;
var
n: integer; // no. of subjects per cell
Acol, Bcol, SbjCol, Grpcol, DataCol: integer; // variable columns in grid
FactorA: string;
FactorB: string;
SubjectFactor: string;
GroupFactor: string;
DataVar: string;
cellstring: string;
i, j, k: integer;
mn, mx: Integer;
rangeA, rangeB, rangeGrp: integer;
cellcnts: IntDyneMat = nil;
ABmat: DblDyneMat = nil;
ABCmat: DblDyneCube = nil;
GBmat: DblDyneMat = nil;
Atotals: DblDyneVec = nil;
Btotals: DblDyneVec = nil;
Grptotals: DblDyneVec = nil;
Subjtotals: DblDyneMat = nil;
design: StrDyneMat = nil;
term1, term3, term4, term5, term6, term7: double;
sumxsqr: double;
SSbetsubj, SSgroups, SSsubwGrps, SSwithinsubj, SSa, SSb, SSab: double;
SSerrwithin, SStotal, MSgroups, MSsubwGrps, MSa, MSb, MSab: double;
MSerrwithin, DFbetsubj, DFgroups, DFsubwGrps, DFwithinsubj: double;
DFa, DFb, DFab, DFerrwithin, DFtotal: double;
data, GrandMean: double;
p, row, col, subject, group: integer;
proba, probb, probab, probgrps: double;
fa, fb, fab, fgroups: double;
RowLabels: StrDyneVec = nil;
ColLabels: StrDyneVec = nil;
Title: string;
lReport: TStrings;
begin
n := StrToInt(nPerCellEdit.Text);
FactorA := ACodeEdit.Text;
FactorB := BCodeEdit.Text;
SubjectFactor := CCodeEdit.Text;
GroupFactor := GrpCodeEdit.Text;
DataVar := DepVarEdit.Text;
ACol := GetVariableIndex(OS3MainFrm.DataGrid, FactorA);
BCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorB);
GrpCol := GetVariableIndex(OS3MainFrm.DataGrid, GroupFactor);
SbjCol := GetVariableIndex(OS3MainFrm.DataGrid, SubjectFactor);
DataCol := GetVariableIndex(OS3MainFrm.DataGrid, DataVar);
// determine no. of levels in A, B and Group
if not GetRange(ACol, rangeA, mn, mx) then exit;
if not GetRange(BCol, rangeB, mn, mx) then exit;
if not GetRange(GrpCol, rangeGrp, mn, mx) then exit;
if not CheckDataCol(DataCol) then exit;
p := rangeA;
// check for squareness
if (rangeA <> rangeGrp) then
begin
ErrorMsg('ERROR! In a Latin square the range of values should be equal for A,B and C.');
exit;
end;
// set up an array for cell counts and for cell sums and marginal sums
SetLength(ABmat, p+1, p+1);
SetLength(ABCmat, p+1, p+1, n+1);
SetLength(cellcnts, p+1, p+1);
SetLength(Atotals, p+1);
SetLength(Btotals, p+1);
SetLength(Grptotals, p+1);
SetLength(Design, p, p);
SetLength(Subjtotals ,p+1, n+1);
SetLength(RowLabels, p+1);
SetLength(ColLabels, n+1);
SetLength(GBmat, p+1, p+1);
for i := 0 to p-1 do
begin
RowLabels[i] := IntToStr(i+1);
ColLabels[i] := RowLabels[i];
end;
RowLabels[p] := 'Total';
ColLabels[p] := 'Total';
for i := 0 to p do
for j := 0 to p do
for k := 0 to n do
ABCmat[i,j,k] := 0.0;
for i := 0 to p do
for j := 0 to p do
begin
cellcnts[i,j] := 0;
ABmat[i,j] := 0.0;
GBmat[i,j] := 0.0;
end;
for i := 0 to p do
begin
Atotals[i] := 0.0;
Btotals[i] := 0.0;
Grptotals[i] := 0.0;
end;
for i := 0 to p do
for j := 0 to n do
Subjtotals[i,j] := 0.0;
sumxsqr := 0.0;
term1 := 0.0;
term3 := 0.0;
term4 := 0.0;
term5 := 0.0;
term6 := 0.0;
term7 := 0.0;
GrandMean := 0.0;
// Read in the data
for i := 1 to NoCases do
begin
row := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i]));
col := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i]));
group := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Grpcol,i]));
subject := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Sbjcol,i]));
data := StrToFloat(OS3MainFrm.DataGrid.Cells[DataCol,i]);
cellcnts[group-1,row-1] := cellcnts[group-1,row-1] + 1;
ABCmat[group-1,row-1,subject-1] := ABCmat[group-1,row-1,subject-1] + data;
Subjtotals[group-1,subject-1] := Subjtotals[group-1,subject-1] + data;
GBmat[group-1,col-1] := GBmat[group-1,col-1] + data;
Atotals[col-1] := Atotals[col-1] + data;
Btotals[group-1] := Btotals[group-1] + data;
Grptotals[group-1] := Grptotals[group-1] + data;
sumxsqr := sumxsqr + (data * data);
GrandMean := GrandMean + data;
end;
// check for equal cell counts
for i := 0 to p-1 do
for j := 0 to p-1 do
if cellcnts[i,j] <> n then
begin
ErrorMsg('Cell sizes are not equal.');
Exit;
end;
// collapse subjects's into group x a matrix
for i := 0 to p-1 do // group
for j := 0 to p-1 do // factor a
for k := 0 to n-1 do // subject
ABmat[i,j] := ABmat[i,j] + ABCmat[i,j,k];
// get marginal totals for ABmat and GBmat
for i := 0 to p-1 do
for j := 0 to p-1 do
begin
ABmat[p,j] := ABmat[p,j] + ABmat[i,j];
ABmat[i,p] := ABmat[i,p] + ABmat[i,j];
GBmat[p,j] := GBmat[p,j] + GBmat[i,j];
GBmat[i,p] := GBmat[i,p] + GBmat[i,j];
end;
// get grand total for ABmat and GBmat
for i := 0 to p-1 do
begin
ABmat[p,p] := ABmat[p,p] + ABmat[p,i];
GBmat[p,p] := GBmat[p,p] + GBmat[p,i];
end;
// Get marginal totals for Subjtotals
for i := 0 to p-1 do
for j := 0 to n-1 do
begin
Subjtotals[p,j] := Subjtotals[p,j] + Subjtotals[i,j];
Subjtotals[i,n] := Subjtotals[i,n] + Subjtotals[i,j];
end;
for i := 0 to p-1 do
Subjtotals[p,n] := Subjtotals[p,n] + Subjtotals[i,n];
// test block
lReport := TStringList.Create;
try
lReport.Add('Sums for ANOVA Analysis');
lReport.Add('');
cellstring := 'Group (rows) times A Factor (columns) sums';
MatPrint(ABmat, p+1, p+1, cellstring, RowLabels, ColLabels, n*p*p, lReport);
cellstring := 'Group (rows) times B (cells Factor) sums';
MatPrint(GBmat, p+1, p+1, cellstring, RowLabels, ColLabels, n*p*p, lReport);
Title := 'Groups (rows) times Subjects (columns) matrix';
for i := 0 to n-1 do ColLabels[i] := IntToStr(i+1);
ColLabels[n] := 'Total';
MatPrint(Subjtotals, p+1, n+1, Title, RowLabels, ColLabels, n*p*p, lReport);
lReport.Add('');
lReport.Add(DIVIDER);
lReport.Add('');
// get squared sum of subject's totals in each group
for i := 0 to p-1 do // group
term7 := term7 + sqr(Subjtotals[i,n]);
term7 := term7 / (n*p); // Sum G^2 sub k
// now square each person score in each group and get sum for group
for i := 0 to p-1 do
for j := 0 to n-1 do
Subjtotals[i,j] := Subjtotals[i,j] * Subjtotals[i,j];
for i := 0 to p-1 do
Subjtotals[i,n] := 0.0;
for i := 0 to p-1 do
for j := 0 to n-1 do
Subjtotals[i,n] := Subjtotals[i,n] + Subjtotals[i,j];
for i := 0 to p-1 do term6 := term6 + Subjtotals[i,n];
SSsubwgrps := term6 / p - term7;
// get correction term
term1 := (GrandMean * GrandMean) / (n * p * p);
// get sum of squared a's for term3
for j := 0 to p-1 do
term3 := term3 + (ABmat[p,j] * ABmat[p,j]);
term3 := term3 / (n * p);
// get sum of squared groups for term4
for i := 0 to p-1 do
term4 := term4 + (ABmat[i,p] * ABmat[i,p]);
term4 := term4 / (n * p);
// get squared sum of b's (across groups) for term5
for j := 0 to p-1 do
term5 := term5 + (GBmat[p,j] * GBmat[p,j]);
term5 := term5 / (n * p);
SSgroups := term4 - term1;
SSbetsubj := SSgroups + SSsubwgrps;
SStotal := sumxsqr - term1;
SSwithinsubj := SStotal - SSbetsubj;
SSa := term3 - term1;
SSb := term5 - term1;
// get sum of squared AB cells for term6
term6 := 0.0;
for i := 0 to p-1 do
for j := 0 to p-1 do
term6 := term6 + (ABmat[i,j] * ABmat[i,j]);
term6 := term6 / n;
SSab := term6 - term3 - term5 + term1;
SSab := SSab - SSgroups;
SSerrwithin := ( sumxsqr - term6) - SSsubwgrps;
// record degrees of freedom for sources
dfbetsubj := n * p - 1;
dfsubwgrps := p * (n-1);
dfgroups := p - 1;
dftotal := n * p * p - 1;
dfwithinsubj := n * p * (p-1);
dfa := p - 1;
dfb := p - 1;
dfab := (p - 1) * (p - 2);
dferrwithin := p * (n - 1) * (p - 1);
MSsubwgrps := SSsubwgrps / dfsubwgrps;
MSgroups := SSgroups / dfgroups;
MSa := SSa / dfa;
MSb := SSb / dfb;
MSab := SSab / dfab;
MSerrwithin := SSerrwithin / dferrwithin;
fgroups := MSgroups / MSsubwgrps;
fa := MSa / MSerrwithin;
fb := MSb / MSerrwithin;
fab := MSab / MSerrwithin;
probgrps := probf(fgroups,dfgroups,dfsubwgrps);
proba := probf(fa,dfa,dferrwithin);
probb := probf(fb,dfb,dferrwithin);
probab := probf(fab,dfab,dferrwithin);
// show ANOVA table results
lReport.Add('LATIN SQUARES REPEATED ANALYSIS Plan 5 (Partial Interactions)');
lReport.Add('');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Source SS DF MS F Prob.>F');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Betw.Subj.%9.3f %9.0f', [SSbetsubj, dfbetsubj]);
lReport.Add(' Groups %9.3f %9.0f %9.3f %9.3f %9.3f', [SSgroups, dfgroups, MSgroups, fgroups, probgrps]);
lReport.Add(' Subj.w.g.%9.3f %9.0f %9.3f', [SSsubwgrps, dfsubwgrps, MSsubwgrps]);
lReport.Add('');
lReport.Add('Within Sub%9.3f %9.0f', [SSwithinsubj, dfwithinsubj]);
lReport.Add(' Factor A %9.3f %9.0f %9.3f %9.3f %9.3f', [SSa, dfa, MSa, fa, proba]);
lReport.Add(' Factor B %9.3f %9.0f %9.3f %9.3f %9.3f', [SSb, dfb, MSb, fb, probb]);
lReport.Add(' Factor AB%9.3f %9.0f %9.3f %9.3f %9.3f', [SSab, dfab, MSab, fab, probab]);
lReport.Add(' Error w. %9.3f %9.0f %9.3f', [SSerrwithin, dferrwithin, MSerrwithin]);
lReport.Add('Total %9.3f %9.0f', [SStotal, dftotal]);
lReport.Add('-----------------------------------------------------------');
// show design for Square
lReport.Add('');
lReport.Add('Experimental Design for Latin Square ');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [GroupFactor]);
lReport.Add(cellstring);
for i := 1 to NoCases do
begin
row := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i])); // A (column) effect
col := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i])); // B (cell) effect
group := Round(StrToFloat(OS3MainFrm.DataGrid.Cells[Grpcol,i])); // group (row)
Design[group-1,row-1] := 'B' + IntToStr(col);
end;
for i := 0 to p - 1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format('%5s', [Design[i,j]]);
lReport.Add(cellstring);
end;
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
for i := 0 to p-1 do
for j := 0 to p-1 do
ABmat[i,j] := ABmat[i,j] / n;
for i := 0 to p-1 do
ABmat[i,p] := ABmat[i,p] / (n * p);
for j := 0 to p-1 do
ABmat[p,j] := ABmat[p,j] / (n * p);
GrandMean := GrandMean / (p * p * n );
for i := 0 to p-1 do
begin
Atotals[i] := Atotals[i] / (p * n);
Btotals[i] := Btotals[i] / (p * n);
Grptotals[i] := Grptotals[i] / (p * n);
end;
// show table of means for ABmat
lReport.Add('');
lReport.Add('Cell means and totals');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [GroupFactor]);
lReport.Add(cellstring);
for i := 0 to p-1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [ABmat[i,j]]);
cellstring := cellstring + Format(' %8.3f ', [ABmat[i,p]]);
lReport.Add(cellstring);
end;
cellstring := 'Total ';
for j := 0 to p-1 do
cellstring := cellstring + Format(' %8.3f ', [ABmat[p,j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
// show category means
lReport.Add('');
lReport.Add('Means for each variable');
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Atotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Btotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [GroupFactor]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Grptotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
FReportFrame.DisplayReport(lReport);
finally
lReport.Free;
end;
end;
procedure TLatinSqrsForm.Plan6;
var
n: integer; // no. of subjects per cell
Acol, Bcol, SbjCol, GrpCol, DataCol: Integer; // variable columns in grid
FactorA: string;
FactorB: string;
SubjectFactor: string;
GroupFactor: string;
DataVar: string;
cellstring: string;
i, j, k: integer;
rangeA, rangeB, rangeGrp: integer;
mn, mx: Integer;
cellcnts: IntDyneMat = nil;
ABmat: DblDyneMat = nil;
ABCmat: DblDyneCube = nil;
GBmat: DblDyneMat = nil;
Atotals: DblDyneVec = nil;
Btotals: DblDyneVec = nil;
Grptotals: DblDyneVec = nil;
Subjtotals: DblDyneMat = nil;
design: StrDyneMat = nil;
term1, term3, term4, term5, term6, term7: double;
sumxsqr: double;
SSbetsubj, SSgroups, SSsubwGrps, SSwithinsubj, SSa, SSb, SSab: double;
SSerrwithin, SStotal, MSgroups, MSsubwGrps, MSa, MSb, MSab: double;
MSerrwithin, DFbetsubj, DFgroups, DFsubwGrps, DFwithinsubj: double;
DFa, DFb, DFab, DFerrwithin, DFtotal: double;
data, GrandMean: double;
p, row, col, subject, group: integer;
proba, probb, probab, probgrps: double;
fa, fb, fab, fgroups: double;
RowLabels: StrDyneVec = nil;
ColLabels: StrDyneVec = nil;
Title: string;
lReport: TStrings;
begin
n := StrToInt(nPerCellEdit.Text);
FactorA := ACodeEdit.Text;
FactorB := BCodeEdit.Text;
SubjectFactor := CCodeEdit.Text;
GroupFactor := GrpCodeEdit.Text;
DataVar := DepVarEdit.Text;
ACol := GetVariableIndex(OS3MainFrm.DataGrid, FactorA);
BCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorB);
GrpCol := GetVariableIndex(OS3MainFrm.DataGrid, GroupFactor);
SbjCol := GetVariableIndex(OS3MainFrm.DataGrid, SubjectFactor);
DataCol := GetVariableIndex(OS3MainFrm.DataGrid, DataVar);
// determine no. of levels in A, B and Group
if not GetRange(ACol, rangeA, mn, mx) then exit;
if not GetRange(BCol, rangeB, mn, mx) then exit;
if not GetRange(GrpCol, rangeGrp, mn, mx) then exit;
if not CheckDataCol(DataCol) then exit;
p := rangeA;
// check for squareness
if (rangeA <> rangeGrp) then
begin
ErrorMsg('In a Latin square the range of values should be equal for A, B and C.');
exit;
end;
// set up an array for cell counts and for cell sums and marginal sums
SetLength(ABmat, p+1, p+1);
SetLength(ABCmat, p+1, p+1, n+1);
SetLength(cellcnts, p+1, p+1);
SetLength(Atotals, p+1);
SetLength(Btotals, p+1);
SetLength(Grptotals, p+1);
SetLength(Design, p, p);
SetLength(Subjtotals, p+1, n+1);
SetLength(RowLabels, p+1);
SetLength(ColLabels, n+1);
SetLength(GBmat, p+1, p+1);
for i := 0 to p-1 do
begin
RowLabels[i] := IntToStr(i+1);
ColLabels[i] := RowLabels[i];
end;
RowLabels[p] := 'Total';
ColLabels[p] := 'Total';
for i := 0 to p do
for j := 0 to p do
for k := 0 to n do
ABCmat[i,j,k] := 0.0;
for i := 0 to p do
for j := 0 to p do
begin
cellcnts[i,j] := 0;
ABmat[i,j] := 0.0;
GBmat[i,j] := 0.0;
end;
for i := 0 to p do
begin
Atotals[i] := 0.0;
Btotals[i] := 0.0;
Grptotals[i] := 0.0;
end;
for i := 0 to p do
for j := 0 to n do
Subjtotals[i,j] := 0.0;
sumxsqr := 0.0;
term1 := 0.0;
term3 := 0.0;
term4 := 0.0;
term5 := 0.0;
term6 := 0.0;
term7 := 0.0;
GrandMean := 0.0;
// Read in the data
for i := 1 to NoCases do
begin
row := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i]));
col := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i]));
group := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Grpcol,i]));
subject := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Sbjcol,i]));
data := StrToFloat(OS3MainFrm.DataGrid.Cells[DataCol,i]);
cellcnts[group-1,row-1] := cellcnts[group-1,row-1] + 1;
ABCmat[group-1,row-1,subject-1] := ABCmat[group-1,row-1,subject-1] + data;
Subjtotals[group-1,subject-1] := Subjtotals[group-1,subject-1] + data;
GBmat[group-1,col-1] := GBmat[group-1,col-1] + data;
Atotals[col-1] := Atotals[col-1] + data;
Btotals[group-1] := Btotals[group-1] + data;
Grptotals[group-1] := Grptotals[group-1] + data;
sumxsqr := sumxsqr + (data * data);
GrandMean := GrandMean + data;
end;
// check for equal cell counts
for i := 0 to p-1 do
for j := 0 to p-1 do
if cellcnts[i,j] <> n then
begin
ErrorMsg('Cell sizes are not equal.');
exit;
end;
// collapse subjects's into group x a matrix
for i := 0 to p-1 do // group
for j := 0 to p-1 do // factor a
for k := 0 to n-1 do // subject
ABmat[i,j] := ABmat[i,j] + ABCmat[i,j,k];
// get marginal totals for ABmat and GBmat
for i := 0 to p-1 do
for j := 0 to p-1 do
begin
ABmat[p,j] := ABmat[p,j] + ABmat[i,j];
ABmat[i,p] := ABmat[i,p] + ABmat[i,j];
GBmat[p,j] := GBmat[p,j] + GBmat[i,j];
GBmat[i,p] := GBmat[i,p] + GBmat[i,j];
end;
// get grand total for ABmat and GBmat
for i := 0 to p-1 do
begin
ABmat[p,p] := ABmat[p,p] + ABmat[p,i];
GBmat[p,p] := GBmat[p,p] + GBmat[p,i];
end;
// Get marginal totals for Subjtotals
for i := 0 to p-1 do
for j := 0 to n-1 do
begin
Subjtotals[p,j] := Subjtotals[p,j] + Subjtotals[i,j];
Subjtotals[i,n] := Subjtotals[i,n] + Subjtotals[i,j];
end;
for i := 0 to p-1 do
Subjtotals[p,n] := Subjtotals[p,n] + Subjtotals[i,n];
// test block
lReport := TStringList.Create;
try
lReport.Add('LATIN SQUARES REPEATED ANALYSIS Plan 6');
lReport.Add('');
lReport.Add('Sums for ANOVA Analysis');
lReport.Add('');
cellstring := 'Group - C (rows) times A Factor (columns) sums';
MatPrint(ABmat, p+1, p+1, cellstring, RowLabels, ColLabels,n*p*p, lReport);
cellstring := 'Group - C (rows) times B (cells Factor) sums';
MatPrint(GBmat, p+1, p+1, cellstring, RowLabels, ColLabels, n*p*p, lReport);
Title := 'Group - C (rows) times Subjects (columns) matrix';
for i := 0 to n-1 do ColLabels[i] := IntToStr(i+1);
ColLabels[n] := 'Total';
MatPrint(Subjtotals, p+1, n+1, Title, RowLabels, ColLabels, n*p*p, lReport);
lReport.Add('');
lReport.Add(DIVIDER);
lReport.Add('');
// get squared sum of subject's totals in each group
for i := 0 to p-1 do // group
term7 := term7 + (Subjtotals[i,n] * Subjtotals[i,n]);
term7 := term7 / (n*p); // Sum G^2 sub k
// now square each person score in each group and get sum for group
for i := 0 to p-1 do
for j := 0 to n-1 do
Subjtotals[i,j] := Subjtotals[i,j] * Subjtotals[i,j];
for i := 0 to p-1 do Subjtotals[i,n] := 0.0;
for i := 0 to p-1 do
for j := 0 to n-1 do
Subjtotals[i,n] := Subjtotals[i,n] + Subjtotals[i,j];
for i := 0 to p-1 do term6 := term6 + Subjtotals[i,n];
SSsubwgrps := term6 / p - term7;
// get correction term
term1 := sqr(GrandMean) / (n * p * p);
// get sum of squared a's for term3
for j := 0 to p-1 do
term3 := term3 + sqr(ABmat[p,j]);
term3 := term3 / (n * p);
// get sum of squared groups for term4
for i := 0 to p-1 do
term4 := term4 + sqr(ABmat[i,p]);
term4 := term4 / (n * p);
// get squared sum of b's (across groups) for term5
for j := 0 to p-1 do
term5 := term5 + sqr(GBmat[p,j]);
term5 := term5 / (n * p);
SSgroups := term4 - term1;
SSbetsubj := SSgroups + SSsubwgrps;
SStotal := sumxsqr - term1;
SSwithinsubj := SStotal - SSbetsubj;
SSa := term3 - term1;
SSb := term5 - term1;
// get sum of squared AB cells for term6
term6 := 0.0;
for i := 0 to p-1 do
for j := 0 to p-1 do
term6 := term6 + sqr(ABmat[i,j]);
term6 := term6 / n;
SSab := term6 - term3 - term5 + term1;
SSab := SSab - SSgroups;
SSerrwithin := ( sumxsqr - term6) - SSsubwgrps;
// record degrees of freedom for sources
dfbetsubj := n * p - 1;
dfsubwgrps := p * (n-1);
dfgroups := p - 1;
dftotal := n * p * p - 1;
dfwithinsubj := n * p * (p-1);
dfa := p - 1;
dfb := p - 1;
dfab := (p - 1) * (p - 2);
dferrwithin := p * (n - 1) * (p - 1);
MSsubwgrps := SSsubwgrps / dfsubwgrps;
MSgroups := SSgroups / dfgroups;
MSa := SSa / dfa;
MSb := SSb / dfb;
MSab := SSab / dfab;
MSerrwithin := SSerrwithin / dferrwithin;
fgroups := MSgroups / MSsubwgrps;
fa := MSa / MSerrwithin;
fb := MSb / MSerrwithin;
fab := MSab / MSerrwithin;
probgrps := probf(fgroups,dfgroups,dfsubwgrps);
proba := probf(fa,dfa,dferrwithin);
probb := probf(fb,dfb,dferrwithin);
probab := probf(fab,dfab,dferrwithin);
// show ANOVA table results
lReport.Add('LATIN SQUARES REPEATED ANALYSIS Plan 6');
lReport.Add('');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Source SS DF MS F Prob.>F');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Betw.Subj.%9.3f %9.0f', [SSbetsubj, dfbetsubj]);
lReport.Add(' Factor C %9.3f %9.0f %9.3f %9.3f %9.3f', [SSgroups, dfgroups, MSgroups, fgroups, probgrps]);
lReport.Add(' Subj.w.g.%9.3f %9.0f %9.3f', [SSsubwgrps, dfsubwgrps, MSsubwgrps]);
lReport.Add('');
lReport.Add('Within Sub%9.3f %9.0f',[ SSwithinsubj, dfwithinsubj]);
lReport.Add(' Factor A %9.3f %9.0f %9.3f %9.3f %9.3f', [SSa, dfa, MSa, fa, proba]);
lReport.Add(' Factor B %9.3f %9.0f %9.3f %9.3f %9.3f', [SSb, dfb, MSb, fb, probb]);
lReport.Add(' Residual %9.3f %9.0f %9.3f %9.3f %9.3f', [SSab, dfab, MSab, fab, probab]);
lReport.Add(' Error w. %9.3f %9.0f %9.3f', [SSerrwithin, dferrwithin, MSerrwithin]);
lReport.Add('Total %9.3f %9.0f', [SStotal, dftotal]);
lReport.Add('-----------------------------------------------------------');
// show design for Square
lReport.Add('');
lReport.Add('Experimental Design for Latin Square ');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
lReport.Add(' G C ');
for i := 1 to NoCases do
begin
row := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i])); // A (column) effect
col := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i])); // B (cell) effect
group := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Grpcol,i])); // group (row)
Design[group-1,row-1] := 'B' + IntToStr(col);
end;
for i := 0 to p - 1 do
begin
cellstring := Format('%3d %3d ', [i+1,i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format('%5s', [Design[i,j]]);
lReport.Add(cellstring);
end;
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
for i := 0 to p-1 do
for j := 0 to p-1 do
ABmat[i,j] := ABmat[i,j] / n;
for i := 0 to p-1 do
ABmat[i,p] := ABmat[i,p] / (n * p);
for j := 0 to p-1 do
ABmat[p,j] := ABmat[p,j] / (n * p);
GrandMean := GrandMean / (p * p * n );
for i := 0 to p-1 do
begin
Atotals[i] := Atotals[i] / (p * n);
Btotals[i] := Btotals[i] / (p * n);
Grptotals[i] := Grptotals[i] / (p * n);
end;
// show table of means for ABmat
lReport.Add('');
lReport.Add('Cell means and totals');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [GroupFactor]);
lReport.Add(cellstring);
for i := 0 to p-1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [ABmat[i,j]]);
cellstring := cellstring + Format(' %8.3f ', [ABmat[i,p]]);
lReport.Add(cellstring);
end;
cellstring := 'Total ';
for j := 0 to p-1 do
cellstring := cellstring + Format(' %8.3f ', [ABmat[p,j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
// show category means
lReport.Add('');
lReport.Add('Means for each variable');
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Atotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Btotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [GroupFactor]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Grptotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
FReportFrame.DisplayReport(lReport);
finally
lReport.Free;
end;
end;
procedure TLatinSqrsForm.Plan7;
var
n: integer; // no. of subjects per cell
Acol, Bcol, Ccol, SbjCol, Grpcol, DataCol: integer; // variable columns in grid
FactorA: string;
FactorB: string;
SubjectFactor: string;
FactorC: string;
GroupFactor: string;
DataVar: string;
cellstring: string;
i, j, k: integer;
rangeA, rangeB, rangeC, rangeGrp: integer;
mn, mx: Integer;
cellcnts: IntDyneMat = nil;
ABmat: DblDyneMat = nil;
ABCmat: DblDyneCube = nil;
GBmat: DblDyneMat = nil;
GCmat: DblDyneMat = nil;
Atotals: DblDyneVec = nil;
Btotals: DblDyneVec = nil;
Ctotals: DblDyneVec = nil;
Grptotals: DblDyneVec = nil;
Subjtotals: DblDyneMat = nil;
design: StrDyneMat = nil;
term1, term2, term3, term4, term5, term6, term7, term8, term9: double;
sumxsqr: double;
SSbetsubj, SSgroups, SSsubwGrps, SSwithinsubj, SSa, SSb, SSc, SSab: double;
SSerrwithin, SStotal, MSgroups, MSsubwGrps, MSa, MSb, MSc, MSab: double;
MSerrwithin, DFbetsubj, DFgroups, DFsubwGrps, DFwithinsubj: double;
DFa, DFb, DFc, DFab, DFerrwithin, DFtotal: double;
data, GrandMean: double;
p, row, col, slice, subject, group: integer;
proba, probb, probc, probab, probgrps: double;
fa, fb, fc, fab, fgroups: double;
RowLabels: StrDyneVec = nil;
ColLabels: StrDyneVec = nil;
Title: string;
lReport: TStrings;
begin
n := StrToInt(nPerCellEdit.Text);
FactorA := ACodeEdit.Text;
FactorB := BCodeEdit.Text;
FactorC := CCodeEdit.Text;
SubjectFactor := DCodeEdit.Text;
GroupFactor := GrpCodeEdit.Text;
DataVar := DepVarEdit.Text;
ACol := GetVariableIndex(OS3MainFrm.DataGrid, FactorA);
BCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorB);
CCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorC);
GrpCol := GetVariableIndex(OS3MainFrm.DataGrid, GroupFactor);
SbjCol := GetVariableIndex(OS3MainFrm.DataGrid, SubjectFactor);
DataCol := GetVariableIndex(OS3MainFrm.DataGrid, DataVar);
// determine no. of levels in A, B, C and Group
if not GetRange(ACol, rangeA, mn, mx) then exit;
if not GetRange(BCol, rangeB, mn, mx) then exit;
if not GetRange(CCol, rangeC, mn, mx) then exit;
if not GetRange(GrpCol, rangeGrp, mn, mx) then exit;
if not CheckDataCol(DataCol) then exit;
p := rangeA;
// check for squareness
if (rangeA <> rangeB) or (rangeA <> rangeC) or (rangeA <> rangeGrp) then
begin
ErrorMsg('In a Latin square the range of values should be equal for A, B and C.');
exit;
end;
// set up an array for cell counts and for cell sums and marginal sums
SetLength(ABmat, p+1, p+1);
SetLength(ABCmat, p+1, p+1, n+1);
SetLength(cellcnts, p+1, p+1);
SetLength(Atotals, p+1);
SetLength(Btotals, p+1);
SetLength(Ctotals, p+1);
SetLength(Grptotals, p+1);
SetLength(Design, p, p);
SetLength(Subjtotals, p+1, n+1);
SetLength(RowLabels, p+1);
SetLength(ColLabels, n+1);
SetLength(GBmat, p+1, p+1);
SetLength(GCmat, p+1, p+1);
for i := 0 to p-1 do
begin
RowLabels[i] := IntToStr(i+1);
ColLabels[i] := RowLabels[i];
end;
RowLabels[p] := 'Total';
ColLabels[p] := 'Total';
for i := 0 to p do
for j := 0 to p do
for k := 0 to n do
ABCmat[i,j,k] := 0.0;
for i := 0 to p do
for j := 0 to p do
begin
cellcnts[i,j] := 0;
ABmat[i,j] := 0.0;
GBmat[i,j] := 0.0;
GCmat[i,j] := 0.0;
end;
for i := 0 to p do
begin
Atotals[i] := 0.0;
Btotals[i] := 0.0;
Ctotals[i] := 0.0;
Grptotals[i] := 0.0;
end;
for i := 0 to p do
for j := 0 to n do
Subjtotals[i,j] := 0.0;
sumxsqr := 0.0;
term1 := 0.0;
term2 := 0.0;
term3 := 0.0;
term4 := 0.0;
term5 := 0.0;
term6 := 0.0;
term7 := 0.0;
term8 := 0.0;
term9 := 0.0;
GrandMean := 0.0;
// Read in the data
for i := 1 to NoCases do
begin
row := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i]));
col := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i]));
slice := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol,i]));
group := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Grpcol,i]));
subject := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Sbjcol,i]));
data := StrToFloat(OS3MainFrm.DataGrid.Cells[DataCol,i]);
cellcnts[group-1,row-1] := cellcnts[group-1,row-1] + 1;
ABCmat[group-1,row-1,slice-1] := ABCmat[group-1,row-1,slice-1] + data;
Subjtotals[group-1,subject-1] := Subjtotals[group-1,subject-1] + data;
GBmat[group-1,col-1] := GBmat[group-1,col-1] + data;
GCmat[group-1,slice-1] := GCmat[group-1,slice-1] + data;
Atotals[row-1] := Atotals[row-1] + data;
Btotals[col-1] := Btotals[col-1] + data;
Ctotals[slice-1] := Ctotals[slice-1] + data;
Grptotals[group-1] := Grptotals[group-1] + data;
sumxsqr := sumxsqr + (data * data);
GrandMean := GrandMean + data;
end;
// check for equal cell counts
for i := 0 to p-1 do
for j := 0 to p-1 do
if cellcnts[i,j] <> n then
begin
ErrorMsg('Cell sizes are not equal.');
exit;
end;
// Collapse slices into group x a matrix
// Result is the group times A matrix with BC cells containing n cases each
for i := 0 to p-1 do // group
for j := 0 to p-1 do // factor a
for k := 0 to n-1 do // factor c
ABmat[i,j] := ABmat[i,j] + ABCmat[i,j,k];
// Get marginal totals for ABmat, GBmat and GCmat
for i := 0 to p-1 do
for j := 0 to p-1 do
begin
ABmat[p,j] := ABmat[p,j] + ABmat[i,j];
ABmat[i,p] := ABmat[i,p] + ABmat[i,j];
GBmat[p,j] := GBmat[p,j] + GBmat[i,j];
GBmat[i,p] := GBmat[i,p] + GBmat[i,j];
GCmat[p,j] := GCmat[p,j] + GCmat[i,j];
GCmat[i,p] := GCmat[i,p] + GCmat[i,j];
end;
// Get grand total for ABmat, GBmat and GCmat
for i := 0 to p-1 do
begin
ABmat[p,p] := ABmat[p,p] + ABmat[p,i];
GBmat[p,p] := GBmat[p,p] + GBmat[p,i];
GCmat[p,p] := GCmat[p,p] + GCmat[p,i];
end;
// Get marginal totals for Subjtotals
for i := 0 to p-1 do // groups 1-p
for j := 0 to n-1 do // subjects 1-n
begin
Subjtotals[p,j] := Subjtotals[p,j] + Subjtotals[i,j];
Subjtotals[i,n] := Subjtotals[i,n] + Subjtotals[i,j];
end;
for i := 0 to p-1 do
Subjtotals[p,n] := Subjtotals[p,n] + Subjtotals[i,n];
lReport := TStringList.Create;
try
// test block
lReport.Add('LATIN SQUARES REPEATED ANALYSIS Plan 7 (superimposed squares)');
lReport.Add('');
lReport.Add('Sums for ANOVA Analysis');
lReport.Add('');
cellstring := 'Group (rows) times A Factor (columns) sums';
MatPrint(ABmat, p+1, p+1, cellstring, RowLabels, ColLabels, n*p*p, lReport);
cellstring := 'Group (rows) times B (cells Factor) sums';
MatPrint(GBmat, p+1, p+1, cellstring, RowLabels, ColLabels, n*p*p, lReport);
cellstring := 'Group (rows) times C (cells Factor) sums';
MatPrint(GCmat, p+1, p+1, cellstring, RowLabels, ColLabels, n*p*p, lReport);
for i := 0 to n-1 do ColLabels[i] := IntToStr(i+1);
ColLabels[n] := 'Total';
Title := 'Group (rows) times Subjects (columns) sums';
MatPrint(Subjtotals, p+1, n+1, Title, RowLabels, ColLabels, n*p*p, lReport);
lReport.Add('');
lReport.Add(DIVIDER);
lReport.Add('');
// get squared sum of subject's totals in each group
term7 := 0.0;
for i := 0 to p-1 do // group
term7 := term7 + (Subjtotals[i,n] * Subjtotals[i,n]);
term7 := term7 / (n*p); // Sum G^2 sub k
// now square each person score in each group and get sum for group
for i := 0 to p-1 do // groups
for j := 0 to n-1 do // subjects
Subjtotals[i,j] := Subjtotals[i,j] * Subjtotals[i,j];
for i := 0 to p-1 do Subjtotals[i,n] := 0.0; // clear group totals
// get sum of squared person scores in each group
for i := 0 to p-1 do // groups
for j := 0 to n-1 do // subjects
Subjtotals[i,n] := Subjtotals[i,n] + Subjtotals[i,j];
// get sum of squares for subjects within groups
term6 := 0.0;
for i := 0 to p-1 do
term6 := term6 + Subjtotals[i,n];
SSsubwgrps := (term6 / p) - term7;
// Get correction term and term for total sum of squares
term1 := sqr(GrandMean) / (n * p * p);
term2 := sumxsqr;
// Get sum of squared groups for term4 of sum of squares for groups
term4 := 0.0;
for i := 0 to p-1 do
term4 := term4 + sqr(Grptotals[i]);
term4 := term4 / (n * p);
// Get sum of squared a's for term3
term3 := 0.0;
for j := 0 to p-1 do // levels of a
term3 := term3 + sqr(Atotals[j]);
term3 := term3 / (n * p);
// Get squared sum of b's (across groups) for term5 of sum of squares b
term5 := 0.0;
for j := 0 to p-1 do
term5 := term5 + sqr(Btotals[j]);
term5 := term5 / (n * p);
// Get squared sum of c's (across groups) for term8 of SS for c
term8 := 0.0;
for j := 0 to p-1 do
term8 := term8 + sqr(Ctotals[j]);
term8 := term8 / (n * p);
SSgroups := term4 - term1;
SSbetsubj := SSgroups + SSsubwgrps;
SStotal := term2 - term1;
SSwithinsubj := SStotal - SSbetsubj;
SSa := term3 - term1;
SSb := term5 - term1;
SSc := term8 - term1;
// Get sum of squared AB cells for term6
term6 := 0.0;
for i := 0 to p-1 do
for j := 0 to p-1 do
term6 := term6 + sqr(ABmat[i,j]);
term9 := term6 / n - term1;
term6 := sumxsqr - (term6 / n); // SS within cells from sum squared x's
SSerrwithin := term6 - SSsubwgrps;
SSab := term9 - (SSa + SSb + SSc + SSgroups); // residual
// record degrees of freedom for sources
dfbetsubj := n * p - 1;
dfsubwgrps := p * (n-1);
dfgroups := p - 1;
dftotal := n * p * p - 1;
dfwithinsubj := n * p * (p-1);
dfa := p - 1;
dfb := p - 1;
dfc := p - 1;
dfab := (p - 1) * (p - 3);
dferrwithin := p * (n - 1) * (p - 1);
MSsubwgrps := SSsubwgrps / dfsubwgrps;
MSgroups := SSgroups / dfgroups;
MSa := SSa / dfa;
MSb := SSb / dfb;
MSc := SSc / dfc;
if dfab > 0 then MSab := SSab / dfab;
MSerrwithin := SSerrwithin / dferrwithin;
fgroups := MSgroups / MSsubwgrps;
fa := MSa / MSerrwithin;
fb := MSb / MSerrwithin;
fc := MSc / MSerrwithin;
if dfab > 0 then
fab := MSab / MSerrwithin;
probgrps := probf(fgroups, dfgroups, dfsubwgrps);
proba := probf(fa, dfa, dferrwithin);
probb := probf(fb, dfb, dferrwithin);
probc := probf(fc, dfc, dferrwithin);
if dfab > 0 then
probab := probf(fab, dfab, dferrwithin);
// show ANOVA table results
lReport.Add('LATIN SQUARES REPEATED ANALYSIS Plan 7 (superimposed squares)');
lReport.Add('');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Source SS DF MS F Prob.>F');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Betw.Subj.%9.3f %9.0f', [SSbetsubj, dfbetsubj]);
lReport.Add(' Groups %9.3f %9.0f %9.3f %9.3f %9.3f', [SSgroups, dfgroups, MSgroups, fgroups, probgrps]);
lReport.Add(' Subj.w.g.%9.3f %9.0f %9.3f', [SSsubwgrps, dfsubwgrps, MSsubwgrps]);
lReport.Add('');
lReport.Add('Within Sub%9.3f %9.0f', [SSwithinsubj, dfwithinsubj]);
lReport.Add(' Factor A %9.3f %9.0f %9.3f %9.3f %9.3f', [SSa, dfa, MSa, fa, proba]);
lReport.Add(' Factor B %9.3f %9.0f %9.3f %9.3f %9.3f', [SSb, dfb, MSb, fb, probb]);
lReport.Add(' Factor C %9.3f %9.0f %9.3f %9.3f %9.3f', [SSc, dfc, MSc, fc, probc]);
if dfab > 0 then
lReport.Add(' residual %9.3f %9.0f %9.3f %9.3f %9.3f', [SSab, dfab, MSab, fab, probab])
else
lReport.Add(' residual - %9.0f -', [dfab]);
lReport.Add(' Error w. %9.3f %9.0f %9.3f', [SSerrwithin, dferrwithin, MSerrwithin]);
lReport.Add('Total %9.3f %9.0f', [SStotal, dftotal]);
lReport.Add('-----------------------------------------------------------');
// show design for Square
lReport.Add('');
lReport.Add('Experimental Design for Latin Square ');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := Format('%10s', [GroupFactor]);
lReport.Add(cellstring);
for i := 1 to NoCases do
begin
row := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i])); // A (column) effect
col := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i])); // B (cell) effect
slice := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol,i])); // C (cell) effect
group := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Grpcol,i])); // group (row)
Design[group-1,row-1] := 'BC' + IntToStr(col) + IntToStr(slice);
end;
for i := 0 to p - 1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format('%5s', [Design[i,j]]);
lReport.Add(cellstring);
end;
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
// get means
for i := 0 to p-1 do
for j := 0 to p-1 do
ABmat[i,j] := ABmat[i,j] / n;
for i := 0 to p-1 do
ABmat[i,p] := ABmat[i,p] / (n * p);
for j := 0 to p-1 do
ABmat[p,j] := ABmat[p,j] / (n * p);
GrandMean := GrandMean / (p * p * n );
for i := 0 to p-1 do
begin
Atotals[i] := Atotals[i] / (p * n);
Btotals[i] := Btotals[i] / (p * n);
Ctotals[i] := Ctotals[i] / (p * n);
Grptotals[i] := Grptotals[i] / (p * n);
end;
// show table of means for ABmat
// means for Groups by A matrix
lReport.Add('');
lReport.Add('Cell means and totals');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [GroupFactor]);
lReport.Add(cellstring);
for i := 0 to p-1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [ABmat[i,j]]);
cellstring := cellstring + Format(' %8.3f ', [ABmat[i,p]]);
lReport.Add(cellstring);
end;
cellstring := 'Total ';
for j := 0 to p-1 do
cellstring := cellstring + Format(' %8.3f ', [ABmat[p,j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
// show category means
lReport.Add('');
lReport.Add('Means for each variable');
lReport.Add('');
// factor A means
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Atotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
// means for B
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorB]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Btotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
// C means
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [FactorC]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Ctotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
// Group means
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := Format('%10s', [GroupFactor]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
cellstring := cellstring + ' Total';
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
cellstring := ' ';
for j := 0 to p - 1 do
cellstring := cellstring + Format(' %8.3f ', [Grptotals[j]]);
cellstring := cellstring + Format(' %8.3f ', [GrandMean]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '----------';
lReport.Add(cellstring);
FReportFrame.DisplayReport(lReport);
finally
lReport.Free;
end;
end;
procedure TLatinSqrsForm.Plan9;
var
row, col, group, index: integer;
Acol, Bcol, Ccol, SbjCol, Grpcol, DataCol: integer; // variable columns in grid
FactorA: string;
FactorB: string;
FactorC: string;
SubjectFactor: string;
GroupFactor: string;
DataVar: string;
cellstring: string;
i, j, k, m: integer;
mn, mx: Integer;
n, subject, nosubjects, rangeA, rangeB, rangeC, rangeGrp: integer;
p, q, rows: integer;
ABC: DblDyneCube = nil;
AGC: DblDyneCube = nil;
AB: DblDyneMat = nil;
AC: DblDyneMat = nil;
BC: DblDyneMat = nil;
RC: DblDyneMat = nil;
A: DblDyneVec = nil;
B: DblDyneVec = nil;
C: DblDyneVec = nil;
Persons: DblDyneVec = nil;
Gm: DblDyneVec = nil;
R: DblDyneVec = nil;
cellcnts: IntDyneVec = nil;
Design: StrDyneMat = nil;
RowLabels: StrDyneVec = nil;
ColLabels: StrDyneVec = nil;
G, sumxsqr: double;
SSbetsubj, SSc, SSrows, SScxrow, SSsubwgrps, SSa: double;
SSwithinsubj, SSerrwithin: double;
SSb, SSac, SSbc, SSabprime, SSABCprime, SStotal: double;
term1, term2, term3, term4, term5, term6, term7, term8, term9, term10: double;
term11, term12: double;
dfc, dfrows, dfcxrow, dfsubwgrps, dfwithinsubj, dfa, dfb,dfac: double;
dfbc, dfabprime, dfabcprime,dferrwithin, dftotal, dfbetsubj: double;
MSc, MSrows, MScxrow, MSsubwgrps, MSa: double;
MSb, MSac, MSbc, MSabprime, MSabcprime, MSerrwithin: double;
fc, frows, fcxrow, fa, fb, fac, fbc, fabprime, fabcprime: double;
probc, probrows, probcxrow, proba, probb: double;
probac, probbc, probabprime, probabcprime: double;
data, value: double;
lReport: TStrings;
begin
{
cellstring := LatinSpecsFrm.DCodeLabel.Caption; // get current label
LatinSpecsFrm.DCodeLabel.Caption := 'Subject No.'; // set new label
LatinSpecsFrm.PrepareForPlan(9);
if LatinSpecsFrm.ShowModal <> mrOK then
exit;
LatinSpecsFrm.DCodeLabel.Caption := cellstring; // restore label
}
n := StrToInt(nPerCellEdit.Text); // no. persons per cell
FactorA := ACodeEdit.Text;
FactorB := BCodeEdit.Text;
FactorC := CCodeEdit.Text;
SubjectFactor := DCodeEdit.Text;
GroupFactor := GrpCodeEdit.Text;
DataVar := DepVarEdit.Text;
ACol := GetVariableIndex(OS3MainFrm.DataGrid, FactorA);
BCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorB);
CCol := GetVariableIndex(OS3MainFrm.DataGrid, FactorC);
GrpCol := GetVariableIndex(OS3MainFrm.DataGrid, GroupFactor);
SbjCol := GetVariableIndex(OS3MainFrm.DataGrid, SubjectFactor);
DataCol := GetVariableIndex(OS3MainFrm.DataGrid, DataVar);
for i := 1 to NoVariables do
begin
cellstring := OS3MainFrm.DataGrid.Cells[i,0];
if (cellstring = FactorA) then Acol := i;
if (cellstring = FactorB) then Bcol := i;
if (cellstring = FactorC) then Ccol := i;
if (cellstring = GroupFactor) then Grpcol := i;
if (cellstring = SubjectFactor) then Sbjcol := i;
if (cellstring = DataVar) then DataCol := i;
end;
// determine no. of levels in A, B, C and Group
if not GetRange(ACol, rangeA, mn, mx) then exit;
if not GetRange(BCol, rangeB, mn, mx) then exit;
if not GetRange(CCol, rangeC, mn, mx) then exit;
if not GetRange(GrpCol, rangeGrp, mn, mx) then exit;
if not CheckDataCol(DataCol) then exit;
p := rangeA;
q := rangeC;
nosubjects := 0;
for i := 1 to NoCases do
begin
if TryStrToFloat(OS3MainFrm.DataGrid.Cells[SbjCol,i], value) then
begin
if value > nosubjects then nosubjects := round(value);
end else
begin
ErrorMsg(NO_VALID_NUMBER_ERROR, [i, SubjectFactor]);
exit;
end;
end;
// check for squareness
if (rangeA <> rangeB) then
begin
ErrorMsg('In a Latin square the range of values should be equal for A,B and C.');
exit;
end;
// set up an array for cell counts and for cell sums and marginal sums
SetLength(ABC, p+1, p+1, q+1);
SetLength(AGC, p+1, rangegrp+1, q+1);
SetLength(AB, p+1, p+1);
SetLength(AC, p+1, q+1);
SetLength(BC, p+1, q+1);
SetLength(RC, (rangegrp div q)+1, q+1);
SetLength(A, p+1);
SetLength(B, p+1);
SetLength(C, q+1);
SetLength(Persons, nosubjects+1);
SetLength(Gm, rangegrp+1);
SetLength(R, p+1);
SetLength(cellcnts, p+1);
SetLength(Design, rangegrp, p);
SetLength(RowLabels, MaxValue([n, p, rangegrp, nosubjects])+1);
SetLength(ColLabels, MaxValue([n, p, rangeGrp, nosubjects])+1);
// initialize arrays
for i := 0 to p-1 do
begin
RowLabels[i] := IntToStr(i+1);
ColLabels[i] := RowLabels[i];
end;
RowLabels[p] := 'Total';
ColLabels[p] := 'Total';
for i := 0 to p do
for j := 0 to p do
for k := 0 to q do
ABC[i,j,k] := 0.0;
for i := 0 to p do
for j := 0 to rangegrp do
for k := 0 to q do
AGC[i,j,k] := 0.0;
for i := 0 to p do
for j := 0 to p do
AB[i,j] := 0.0;
for i := 0 to p do
for j := 0 to q do
AC[i,j] := 0.0;
for i := 0 to p do
for j := 0 to q do
BC[i,j] := 0.0;
for i := 0 to p do
for j := 0 to q do
RC[i,j] := 0.0;
for i := 0 to p do A[i] := 0.0;
for i := 0 to p do B[i] := 0.0;
for i := 0 to q do C[i] := 0.0;
for i := 0 to nosubjects do Persons[i] := 0.0;
for i := 0 to rangegrp do Gm[i] := 0.0;
for i := 0 to p do R[i] := 0.0;
for i := 0 to p do cellcnts[i] := 0;
// initialize single values
G := 0.0;
sumxsqr := 0.0;
term2 := 0.0;
term3 := 0.0;
term4 := 0.0;
term5 := 0.0;
term6 := 0.0;
term7 := 0.0;
term8 := 0.0;
term9 := 0.0;
term10 := 0.0;
term11 := 0.0;
term12 := 0.0;
// Read in the data
for index := 1 to NoCases do
begin
i := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,index]));
j := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,index]));
k := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol,index]));
m := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Grpcol,index]));
subject := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Sbjcol,index]));
data := StrToFloat(OS3MainFrm.DataGrid.Cells[DataCol,index]);
cellcnts[j-1] := cellcnts[j-1] + 1;
ABC[i-1,j-1,k-1] := ABC[i-1,j-1,k-1] + data;
AGC[i-1,m-1,k-1] := AGC[i-1,m-1,k-1] + data;
AB[i-1,j-1] := AB[i-1,j-1] + data;
AC[i-1,k-1] := AC[i-1,k-1] + data;
BC[j-1,k-1] := BC[j-1,k-1] + data;
A[i-1] := A[i-1] + data;
B[j-1] := B[j-1] + data;
C[k-1] := C[k-1] + data;
Gm[m-1] := Gm[m-1] + data;
Persons[subject-1] := Persons[subject-1] + data;
sumxsqr := sumxsqr + (data * data);
G := G + data;
end;
// check for equal cell counts in b treatments
for i := 1 to p-1 do
if cellcnts[i-1] <> cellcnts[i] then
begin
ErrorMsg('Cell sizes are not equal.');
exit;
end;
// get sums in the RC matrix
rows := rangegrp div q;
for i := 0 to rows - 1 do
for j := 0 to q-1 do
begin
// k := (i * q) + j;
k := i + q * j;
RC[i,j] := Gm[k];
end;
// get marginal totals for RC array
for i := 0 to rows -1 do
for j := 0 to q-1 do
begin
RC[i,q] := RC[i,q] + RC[i,j];
RC[rows,j] := RC[rows,j] + RC[i,j];
end;
// get marginal totals for arrays ABC and AGC
for i := 0 to p-1 do
for j := 0 to p-1 do
begin
for k := 0 to q-1 do
begin
ABC[i,j,q] := ABC[i,j,q] + ABC[i,j,k];
ABC[i,p,k] := ABC[i,p,k] + ABC[i,j,k];
ABC[p,j,k] := ABC[p,j,k] + ABC[i,j,k];
end;
end;
for i := 0 to p-1 do
for j := 0 to rangegrp - 1 do
for k := 0 to q-1 do
begin
AGC[i,j,q] := AGC[i,j,q] + AGC[i,j,k];
AGC[i,rangegrp,k] := AGC[i,rangegrp,k] + AGC[i,j,k];
AGC[p,j,k] := AGC[p,j,k] + AGC[i,j,k];
end;
for i := 0 to p-1 do
for j := 0 to q-1 do
begin
AC[p,j] := AC[p,j] + AC[i,j];
AC[i,q] := AC[i,q] + AC[i,j];
BC[p,j] := BC[p,j] + BC[i,j];
BC[i,q] := BC[i,q] + BC[i,j];
end;
// get grand total for AC, BC and RC
for i := 0 to q-1 do
begin
AC[p,q] := AC[p,q] + AC[p,i];
BC[p,q] := BC[p,q] + BC[p,i];
RC[p,q] := RC[p,q] + RC[p,i];
end;
// get margins and totals in AB matrix
for i := 0 to p-1 do
for j := 0 to p-1 do
begin
AB[p,j] := AB[p,j] + AB[i,j];
AB[i,p] := AB[i,p] + AB[i,j];
end;
for i := 0 to p-1 do
AB[p,p] := AB[p,p] + AB[i,p];
// get total for groups
for m := 0 to rangegrp - 1 do
Gm[rangegrp] := Gm[rangegrp] + Gm[m];
// test block
lReport := TStringList.Create;
try
lReport.Add('LATIN SQUARES REPEATED ANALYSIS Plan 9');
lReport.Add('');
lReport.Add('Sums for ANOVA Analysis');
lReport.Add('');
lReport.Add('ABC matrix');
lReport.Add('');
for k := 0 to q-1 do
begin
lReport.Add('C level %d', [k+1]);
cellstring := ' ';
for j := 0 to p-1 do cellstring := cellstring + Format(' %3d ', [j+1]);
lReport.Add(cellstring);
// row
for i := 0 to p-1 do
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p-1 do
cellstring := cellstring + Format('%9.3f ', [ABC[i,j,k]]);
lReport.Add(cellstring);
end;
lReport.Add('');
lReport.Add('');
end;
cellstring := 'AB sums';
MatPrint(AB, p+1, p+1, cellstring, RowLabels, ColLabels, n*p*q, lReport);
cellstring := 'AC sums';
MatPrint(AC, p+1, q+1, cellstring, RowLabels, ColLabels, n*p*q, lReport);
cellstring := 'BC sums';
MatPrint(BC, p+1, q+1, cellstring, RowLabels, ColLabels, n*p*q, lReport);
cellstring := 'RC sums';
MatPrint(RC, rows+1, q+1, cellstring, RowLabels, ColLabels, n*p*q, lReport);
cellstring := 'Group totals';
for i := 0 to rangegrp-1 do ColLabels[i] := IntToStr(i+1);
ColLabels[rangegrp] := 'Total';
DynVectorPrint(Gm, rangegrp+1, cellstring, ColLabels, n*p*q, lReport);
for i := 0 to nosubjects-1 do ColLabels[i] := IntToStr(i+1);
ColLabels[nosubjects] := 'Total';
cellstring := 'Subjects sums';
DynVectorPrint(Persons, nosubjects+1, cellstring, ColLabels, n*p*q, lReport);
lReport.Add('');
lReport.Add(DIVIDER);
lReport.Add('');
term1 := (G * G) / (n * p * p * q);
term2 := sumXsqr;
for i := 0 to p-1 do term3 := term3 + (A[i] * A[i]);
term3 := term3 / (n * p * q);
for i := 0 to p-1 do term4 := term4 + (B[i] * B[i]);
term4 := term4 / (n * p * q);
for i := 0 to q-1 do term5 := term5 + (C[i] * C[i]);
term5 := term5 / (n * p * p);
for i := 0 to p-1 do
for j := 0 to p-1 do
term6 := term6 + (AB[i,j] * AB[i,j]);
term6 := term6 / (n * q);
for i := 0 to p-1 do
for j := 0 to q-1 do
term7 := term7 + (AC[i,j] * AC[i,j]);
term7 := term7 / (n * p);
for i := 0 to p-1 do
for j := 0 to q-1 do
term8 := term8 + (BC[i,j] * BC[i,j]);
term8 := term8 / (n * p);
for i := 0 to p-1 do
for j := 0 to p-1 do
for k := 0 to q-1 do
term9 := term9 + (ABC[i,j,k] * ABC[i,j,k]);
term9 := term9 / n;
for i := 0 to nosubjects-1 do term10 := term10 + (persons[i] * persons[i]);
term10 := term10 / p;
for i := 0 to rangegrp-1 do term11 := term11 + (Gm[i] * Gm[i]);
term11 := term11 / (n * p);
for i := 0 to rows-1 do term12 := term12 + (RC[i,q] * RC[i,q]);
term12 := term12 / (n * p * q);
// term check
lReport.Add('COMPUTATION TERMS');
lReport.Add('Term1: %9.3f', [term1]);
lReport.Add('Term2: %9.3f', [term2]);
lReport.Add('Term3: %9.3f', [term3]);
lReport.Add('Term4: %9.3f', [term4]);
lReport.Add('Term5: %9.3f', [term5]);
lReport.Add('Term6: %9.3f', [term6]);
lReport.Add('Term7: %9.3f', [term7]);
lReport.Add('Term8: %9.3f', [term8]);
lReport.Add('Term9: %9.3f', [term9]);
lReport.Add('Term10: %9.3f', [term10]);
lReport.Add('Term11: %9.3f', [term11]);
lReport.Add('Term12: %9.3f', [term12]);
lReport.Add('');
lReport.Add(DIVIDER);
lReport.Add('');
// now get sums of squares
SSbetsubj := term10 - term1;
SSc := term5 - term1;
SSrows := term12 - term1;
SScxrow := term11 - term5 - term12 + term1;
SSsubwgrps := term10 - term11;
SSwithinsubj := term2 - term10;
SSa := term3 - term1;
SSb := term4 - term1;
SSac := term7 - term3 - term5 + term1;
SSbc := term8 - term4 - term5 + term1;
SSabprime := (term6 - term3 - term4 + term1) - (term12 - term1);
SSabcprime := (term9 - term6 - term7 - term8 + term3 + term4 + term5 - term1)
- (term11 - term5 - term12 + term1);
SSerrwithin := term2 - term10 - term9 + term11;
SStotal := term2 - term1;
// record degrees of freedom for sources
dfbetsubj := n * p * q - 1;
dfc := q - 1;
dfrows := p - 1;
dfcxrow := (p-1) * (q-1);
dfsubwgrps := p * q * (n-1);
dfwithinsubj := n * p * q * (p-1);
dfa := p - 1;
dfb := p - 1;
dfac := (p - 1) * (q - 1);
dfbc := (p - 1) * (q - 1);
dfabprime := (p - 1) * (p - 2);
dfabcprime := (p - 1) * (p - 2) * (q - 1);
dferrwithin := p * q * (n - 1) * (p - 1);
dftotal := n * p * p * q - 1;
MSc := SSc / dfc;
MSrows := SSrows / dfrows;
MScxrow := SScxrow / dfcxrow;
MSsubwgrps := SSsubwgrps / dfsubwgrps;
MSa := SSa / dfa;
MSb := SSb / dfb;
MSac := SSac / dfac;
MSbc := SSbc / dfbc;
MSabprime := SSabprime / dfabprime;
MSabcprime := SSabcprime / dfabcprime;
MSerrwithin := SSerrwithin / dferrwithin;
fc := MSc / MSsubwgrps;
frows := MSrows / MSsubwgrps;
fcxrow := MScxrow / MSsubwgrps;
fa := MSa / MSerrwithin;
fb := MSb / MSerrwithin;
fac := MSac / MSerrwithin;
fbc := MSbc / MSerrwithin;
fabprime := MSabprime / MSerrwithin;
fabcprime := MSabcprime / MSerrwithin;
probc := probf(fc,dfc,dfsubwgrps);
probrows := probf(frows,dfrows,dfsubwgrps);
probcxrow := probf(fcxrow,dfcxrow,dfsubwgrps);
proba := probf(fa,dfa,dferrwithin);
probb := probf(fb,dfb,dferrwithin);
probac := probf(fac,dfac,dferrwithin);
probbc := probf(fbc,dfbc,dferrwithin);
probabprime := probf(fabprime,dfabprime,dferrwithin);
probabcprime := probf(fabcprime,dfabcprime,dferrwithin);
// show ANOVA table results
lReport.Add('LATIN SQUARES REPEATED ANALYSIS Plan 9');
lReport.Add('');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Source SS DF MS F Prob.>F');
lReport.Add('-----------------------------------------------------------');
lReport.Add('Betw.Subj.%9.3f %9.0f', [SSbetsubj, dfbetsubj]);
lReport.Add(' Factor C %9.3f %9.0f %9.3f %9.3f %9.3f', [SSc, dfc, MSc, fc, probc]);
lReport.Add(' Rows %9.3f %9.0f %9.3f %9.3f %9.3f', [SSrows, dfrows, MSrows, frows, probrows]);
lReport.Add(' C x row %9.3f %9.0f %9.3f %9.3f %9.3f', [SScxrow, dfcxrow, MScxrow, fcxrow, probcxrow]);
lReport.Add(' Subj.w.g.%9.3f %9.0f %9.3f', [SSsubwgrps, dfsubwgrps, MSsubwgrps]);
lReport.Add('');
lReport.Add('Within Sub%9.3f %9.0f', [SSwithinsubj, dfwithinsubj]);
lReport.Add(' Factor A %9.3f %9.0f %9.3f %9.3f %9.3f', [SSa, dfa, MSa, fa, proba]);
lReport.Add(' Factor B %9.3f %9.0f %9.3f %9.3f %9.3f', [SSb, dfb, MSb, fb, probb]);
lReport.Add(' Factor AC%9.3f %9.0f %9.3f %9.3f %9.3f', [SSac, dfac, MSac, fac, probac]);
lReport.Add(' Factor BC%9.3f %9.0f %9.3f %9.3f %9.3f', [SSbc, dfbc, MSbc, fbc, probbc]);
lReport.Add(' AB prime %9.3f %9.0f %9.3f %9.3f %9.3f', [SSabprime, dfabprime, MSabprime, fabprime, probabprime]);
lReport.Add(' ABC prime%9.3f %9.0f %9.3f %9.3f %9.3f', [SSabcprime, dfabcprime, MSabcprime, fabcprime, probabcprime]);
lReport.Add(' Error w. %9.3f %9.0f %9.3f', [SSerrwithin, dferrwithin, MSerrwithin]);
lReport.Add('');
lReport.Add('Total %9.3f %9.0f', [SStotal, dftotal]);
lReport.Add('-----------------------------------------------------------');
lReport.Add('');
lReport.Add(DIVIDER);
lReport.Add('');
// show design for Squares c1, c2, etc.
lReport.Add('Experimental Design for Latin Square ');
lReport.Add('');
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
cellstring := format('%10s',[FactorA]);
for i := 1 to p do cellstring := cellstring + Format(' %3d ', [i]);
lReport.Add(cellstring);
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
lReport.Add('%10s', [GroupFactor]);
for i := 1 to NoCases do
begin
row := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Acol,i])); // A (column) effect
col := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Bcol,i])); // B (cell) effect
// slice := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Ccol,i])); // C (cell) effect
group := round(StrToFloat(OS3MainFrm.DataGrid.Cells[Grpcol,i])); // group (row)
Design[group-1, row-1] := 'B' + IntToStr(col);
end;
for i := 0 to rangegrp - 1 do
begin
cellstring := format(' %3d ',[i+1]);
for j := 0 to p - 1 do
cellstring := cellstring + format('%5s', [Design[i,j]]);
lReport.Add(cellstring);
end;
cellstring := '----------';
for i := 1 to p + 1 do cellstring := cellstring + '-----';
lReport.Add(cellstring);
lReport.Add('');
lReport.Add(DIVIDER);
lReport.Add('');
// get means
G := G / (p * p * q * n );
for i := 0 to p-1 do
for j := 0 to p-1 do
for k := 0 to q-1 do
ABC[i,j,k] := ABC[i,j,k] / n;
for i := 0 to p-1 do
for j := 0 to p-1 do
AB[i,j] := AB[i,j] / (n * p);
for i := 0 to p-1 do AB[i,p] := AB[i,p] / (n * p * p);
for j := 0 to p-1 do AB[p,j] := AB[p,j] / (n * p * p);
AB[p,p] := G;
for i := 0 to p-1 do
for j := 0 to q-1 do
AC[i,j] := AC[i,j] / (n * p);
for i := 0 to p-1 do AC[i,q] := AC[i,q] / (n * p * p);
for j := 0 to q-1 do AC[p,j] := AC[p,j] / (n * p * p);
AC[p,q] := G;
for i := 0 to p-1 do
for j := 0 to q-1 do
BC[i,j] := BC[i,j] / (n * p);
for i := 0 to p-1 do BC[i,q] := BC[i,q] / (n * p * p);
for j := 0 to q-1 do BC[p,j] := BC[p,j] / (n * p * p);
BC[p,q] := G;
for i := 0 to rows-1 do
for j := 0 to q-1 do
RC[i,j] := RC[i,j] / (p * n);
for i := 0 to rows-1 do RC[i,q] := RC[i,q] / (p * q * n);
for j := 0 to q-1 do RC[p,j] := RC[p,j] / (q * p * n);
RC[p,q] := G;
for i := 0 to p-1 do
begin
A[i] := A[i] / (p * n * q);
B[i] := B[i] / (p * n * q);
end;
A[p] := G;
B[p] := G;
for i := 0 to q-1 do C[i] := C[i] / (p * q * n);
C[q] := G;
for i := 0 to rangegrp-1 do Gm[i] := Gm[i] / (p * n);
Gm[rangegrp] := G;
for i := 0 to nosubjects-1 do Persons[i] := Persons[i] / n;
Persons[nosubjects] := G;
lReport.Add('LATIN SQUARES REPEATED ANALYSIS PLAN 9');
lReport.Add('');
lReport.Add('Means for ANOVA Analysis');
lReport.Add('');
lReport.Add('ABC matrix');
lReport.Add('');
for k := 0 to q-1 do
begin
lReport.Add('C level %d', [k+1]);
cellstring := ' ';
for j := 0 to p-1 do cellstring := cellstring + Format(' %3d ', [j+1]);
lReport.Add(cellstring);
for i := 0 to p-1 do // row
begin
cellstring := Format(' %3d ', [i+1]);
for j := 0 to p-1 do
cellstring := cellstring + Format('%9.3f ', [ABC[i,j,k]]);
lReport.Add(cellstring);
end;
lReport.Add('');
lReport.Add('');
end;
cellstring := 'AB Means';
MatPrint(AB, p+1, p+1, cellstring, RowLabels, ColLabels, n*p*p*q, lReport);
cellstring := 'AC Means';
MatPrint(AC, p+1, q+1, cellstring, RowLabels, ColLabels, n*p*p*q, lReport);
cellstring := 'BC Means';
MatPrint(BC, p+1, q+1, cellstring, RowLabels, ColLabels, n*p*p*q, lReport);
cellstring := 'RC Means';
MatPrint(RC, rows+1, q+1, cellstring, RowLabels, ColLabels, n*p*p*q, lReport);
cellstring := 'Group Means';
for i := 0 to rangegrp-1 do ColLabels[i] := IntToStr(i+1);
ColLabels[rangegrp] := 'Total';
DynVectorPrint(Gm, rangegrp+1, cellstring, ColLabels, n*p*p*q, lReport);
for i := 0 to nosubjects-1 do ColLabels[i] := IntToStr(i+1);
ColLabels[nosubjects] := 'Total';
cellstring := 'Subjects Means';
DynVectorPrint(Persons, nosubjects+1, cellstring, ColLabels, n*p*p*q, lReport);
FReportFrame.DisplayReport(lReport);
finally
lReport.Free;
end;
end;
function TLatinSqrsForm.PlanFromCombo: Integer;
begin
if PlanCombo.ItemIndex = PlanCombo.Items.Count - 1 then
// Correct for missing Plan 8
Result := PlanCombo.ItemIndex + 2
else
Result := PlanCombo.ItemIndex + 1;
end;
procedure TLatinSqrsForm.PrepareForPlan(APlan: Integer);
begin
ResetPlan;
DInBtn.Visible := APlan in [2, 3, 4, 7, 9];
DOutBtn.Visible := DInBtn.Visible;
DCodeLabel.Visible := DInBtn.Visible;
DCodeEdit.Visible := DInBtn.Visible;
GrpInBtn.Visible := APlan in [5, 6, 7, 9];
GrpOutBtn.Visible := GrpInBtn.Visible;
GrpCodeLabel.Visible := GrpInBtn.Visible;
GrpCodeEdit.Visible := GrpInBtn.Visible;
(*
case APlan of
1: begin
PanelD.Visible := false;
PanelGrp.Visible := false;
end;
2: begin
PanelD.Visible := true;
PanelGrp.Visible := false;
end;
3: begin
PanelD.Visible := true;
PanelGrp.Visible := false;
end;
4: begin
PanelD.Visible := true;
PanelGrp.Visible := false;
end;
5: begin
PanelD.Visible := false;
PanelGrp.Visible := true;
end;
6: begin
PanelD.Visible := false;
PanelGrp.Visible := true;
end;
7: begin
PanelD.Visible := true;
PanelGrp.Visible := true;
end;
9: begin
PanelD.Visible := true;
PanelGrp.Visible := true;
end;
end;
*)
end;
procedure TLatinSqrsForm.Reset;
begin
inherited;
end;
procedure TLatinSqrsForm.ResetPlan;
begin
CollectVariableNames(OS3MainFrm.DataGrid, VarList.Items);
ACodeEdit.Clear;
BCodeEdit.Clear;
CCodeEdit.Clear;
DCodeEdit.Clear;
GrpCodeEdit.Clear;
DepVarEdit.Clear;
nPerCellEdit.Clear;
UpdateBtnStates;
end;
procedure TLatinSqrsForm.UpdateBtnStates;
begin
inherited;
AInBtn.Enabled := (VarList.ItemIndex > -1) and (ACodeEdit.Text = '');
BInBtn.Enabled := (VarList.ItemIndex > -1) and (BCodeEdit.Text = '');
CInBtn.Enabled := (VarList.ItemIndex > -1) and (CCodeEdit.Text = '');
DInBtn.Enabled := (VarList.ItemIndex > -1) and (DCodeEdit.Text = '');
GrpInBtn.Enabled := (VarList.ItemIndex > -1) and (GrpCodeEdit.Text = '');
DataInBtn.Enabled := (VarList.ItemIndex > -1) and (DepVarEdit.Text = '');
AOutBtn.Enabled := (ACodeEdit.Text <> '');
BOutBtn.Enabled := (BCodeEdit.Text <> '');
COutBtn.Enabled := (CCodeEdit.Text <> '');
DOutBtn.Enabled := (DCodeEdit.Text <> '');
GrpOutBtn.Enabled := (GrpCodeEdit.Text <> '');
DataOutBtn.Enabled := (DepVarEdit.Text <> '');
end;
function TLatinSqrsForm.Validate(out AMsg: String; out AControl: TWinControl): Boolean;
var
n: Integer;
begin
Result := false;
if (nPerCellEdit.Text = '') then begin
AMsg := 'Please specify the number of cases per cell.';
AControl := nPercellEdit;
exit;
end;
if not TryStrToInt(nPerCellEdit.Text, n) or (n <= 0) then begin
AMsg := 'Please specify a valid (positive) number for the cases per cell.';
AControl := nPercellEdit;
exit;
end;
if ACodeEdit.Visible and (ACodeEdit.Text = '') then
begin
AMsg := 'Factor A code variable is not specified.';
AControl := ACodeEdit;
exit;
end;
if BCodeEdit.Visible and (BCodeEdit.Text = '') then
begin
AMsg := 'Factor B code variable is not specified.';
Acontrol := BCodeEdit;
exit;
end;
if CCodeEdit.Visible and (CCodeEdit.Text = '') then
begin
AMsg := 'Factor C code variable is not specified.';
Acontrol := CCodeEdit;
exit;
end;
if DCodeEdit.Visible and (DCodeEdit.Text = '') then
begin
AMsg := 'Factor D code variable is not specified.';
Acontrol := DCodeEdit;
exit;
end;
if GrpCodeEdit.Visible and (GrpCodeEdit.Text = '') then
begin
AMsg := 'Group code variable is not specified.';
Acontrol := GrpCodeEdit;
exit;
end;
if DepVarEdit.Visible and (DepVarEdit.Text = '') then
begin
AMsg := 'Dependent variable is not specified.';
Acontrol := DepVarEdit;
exit;
end;
Result := true;
end;
procedure TLatinSqrsForm.VarListDblClick(Sender: TObject);
var
index: Integer;
s: String;
begin
index := VarList.ItemIndex;
if index > -1 then
begin
s := VarList.Items[index];
if (ACodeEdit.Text = '') and ACodeEdit.Visible then
ACodeEdit.Text := s
else
if (BCodeEdit.Text = '') and BCodeEdit.Visible then
BCodeEdit.Text := s
else
if (CCodeEdit.Text = '') and CCodeEdit.Visible then
CCodeEdit.Text := s
else
if (DCodeEdit.Text = '') and DCodeEdit.Visible then
DCodeEdit.Text := s
else
if (GrpCodeEdit.Text = '') and GrpCodeEdit.Visible then
GrpCodeEdit.Text := s
else
if (DepVarEdit.Text = '') and DepVarEdit.Visible then
DepVarEdit.Text := s
else
exit;
VarList.Items.Delete(index);
UpdateBtnStates;
end;
end;
procedure TLatinSqrsForm.VarListSelectionChange(Sender: TObject; User: boolean);
begin
UpdateBtnStates;
end;
end.