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pco.pas
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unit pco;
{$mode objfpc}{$H+}
interface
uses
Classes, SysUtils, Forms, Controls, Graphics, Dialogs, StdCtrls;
type
{ TPCODlg }
TPCODlg = class(TForm)
OKButton: TButton;
CancelButton: TButton;
ComboBoxTransform: TComboBox;
ComboBoxCoef: TComboBox;
LabelTransform: TLabel;
LabelCoef: TLabel;
procedure FormCreate(Sender: TObject);
private
public
procedure CreatePCOA(fname: string; transf, coef: integer);
procedure PCOA(fname: string; transf, coef: integer; n, m: integer);
end;
var
PCODlg: TPCODlg;
implementation
{$R *.lfm}
uses report, useful;
resourcestring
strPCO = 'ANÁLISE DE COORDENADAS PRINCIPAIS';
strScatterplot = 'DIAGRAMA DE DISPERSÃO';
strAxis = 'EIXO ';
strTransform = 'Transformação: ';
strTransformNone = 'Sem Transformação';
strTransformCommonLog = 'Logaritmo comum (base 10)';
strTransformNaturalLog = 'Logaritmo natural (base e)';
strTransformSqrt = 'Raiz quadrada';
strTransformArcsin = 'Arcosseno';
strCoef = 'Coeficiente: ';
strCoefBray = 'Bray-Curtis';
strCoefCanberra = 'Canberra';
strCoefManhattan = 'Manhattan';
strCoefEuclidean = 'Euclidiana';
strCoefAvgEuclidean = 'Euclidiana normalizada';
strCoefSqrEuclidean = 'Euclidiana quadrada';
strCoefMorisita = 'Morisita-Horn';
strSamples = 'Amostras';
strSpecies = 'Espécies';
{ TPCODlg }
procedure TPCODlg.FormCreate(Sender: TObject);
begin
with ComboBoxTransform.Items do
begin
Add(strTransformNone);
Add(strTransformCommonLog);
Add(strTransformNaturalLog);
Add(strTransformSqrt);
Add(strTransformArcsin);
end;
ComboBoxTransform.ItemIndex := 0;
with ComboBoxCoef.Items do
begin
Add(strCoefBray);
Add(strCoefCanberra);
Add(strCoefManhattan);
Add(strCoefEuclidean);
Add(strCoefAvgEuclidean);
Add(strCoefSqrEuclidean);
Add(strCoefMorisita);
end;
ComboBoxCoef.ItemIndex := 0;
end;
procedure TPCODlg.CreatePCOA(fname: string; transf, coef: integer);
var
stransf, scoef, figf: string;
outfile: TextFile;
begin
case transf of
0: stransf := '';
1: stransf := 'log10';
2: stransf := 'log';
3: stransf := 'sqrt';
4: stransf := 'asin';
end;
case coef of
0: scoef := 'bray';
1: scoef := 'canberra';
2: scoef := 'manhattan';
3: scoef := 'euclidean';
4: scoef := 'avg.euclidean';
5: scoef := 'sqr.euclidean';
6: scoef := 'horn';
end;
AssignFile(outfile, 'pco.R');
Rewrite(outfile);
WriteLn(outfile, 'options(warn=-1)');
WriteLn(outfile, 'options(digits=4)');
WriteLn(outfile, 'suppressPackageStartupMessages(library(vegan))');
WriteLn(outfile, 'library(vegan, quietly=TRUE)');
WriteLn(outfile, 'df.data <- read.csv("rdata.csv", row.names=1)');
WriteLn(outfile, 'df.data <- t(df.data)');
if Length(stransf) > 0 then
WriteLn(outfile, 'df.data <- ' + stransf + '(df.data + 1)');
if coef in [0..3] then
WriteLn(outfile, 'df.dist <- vegdist(df.data, method="' + scoef +
'", binary=FALSE, diag=TRUE)')
else if coef = 4 then
WriteLn(outfile, 'df.dist <- dist(df.data, diag=TRUE)/nrow(df.data)')
else if coef = 5 then
WriteLn(outfile, 'df.dist <- dist(df.data, diag=TRUE)^2')
else if coef = 6 then
WriteLn(outfile, 'df.dist <- designdist(df.data, "1-J/sqrt(A*B)")');
WriteLn(outfile, 'pcovec <- cmdscale(df.dist, k=2, eig=FALSE)');
WriteLn(outfile, 'pco <- cmdscale(df.dist, k=2, eig=TRUE)');
WriteLn(outfile, 'pcovar <- pco$eig / sum(pco$eig[pco$eig > 0])');
WriteLn(outfile, 'results <- data.frame(pco$eig, pcovar, cumsum(pcovar))');
WriteLn(outfile, 'results <- t(results)');
WriteLn(outfile, 'rownames(results) <- c("Standard deviation", "Proportion of Variance", "Cumulative Proportion")');
WriteLn(outfile, 'k <- nrow(pco$points)');
WriteLn(outfile, 'nms <- c()');
WriteLn(outfile, 'for (i in 1:k) {');
WriteLn(outfile, 'nms <- c(nms, paste0("PC", i))}');
WriteLn(outfile, 'colnames(results) <- nms');
WriteLn(outfile, 'sink("pco.txt")');
WriteLn(outfile, 'cat("Importance of components\n\n")');
WriteLn(outfile, 'print(results)');
WriteLn(outfile, 'sink()');
WriteLn(outfile, 'ppi <- 100');
figf := GetFileNameWithoutExt(fname) + '.png';
WriteLn(outfile, 'png("' + figf + '", width=6*ppi, height=6*ppi, res=ppi)');
WriteLn(outfile, 'par(mar=c(4,4,4,4))');
WriteLn(outfile,
'plot(pco$points, main=iconv("' + strScatterplot +
'", from=''UTF-8'', to=''latin1''), xlab=paste("' + strAxis +
'1 (", round(pcovar[1], 3)*100, "%)", sep=""), ylab=paste("' +
strAxis + '2 (", round(pcovar[2], 3)*100, "%)", sep=""), pch=19, col="blue")');
WriteLn(outfile, 'text(pco$points[,1:2], labels=rownames(pco$points), pos=3, cex=0.7)');
WriteLn(outfile, 'invisible(dev.off())');
WriteLn(outfile, 'options(warn=0)');
CloseFile(outfile);
end;
procedure TPCODlg.PCOA(fname: string; transf, coef: integer; n, m: integer);
var
line, figf: string;
infile, outfile: TextFile;
begin
AssignFile(outfile, fname);
Rewrite(outfile);
Header(outfile, strPCO);
WriteLn(outfile, '<br>');
WriteLn(outfile, IntToStr(n) + ' ' + LowerCase(strSamples) + ' x ' +
IntToStr(m) + ' ' + LowerCase(strSpecies) + '<br><br>');
if transf = 0 then
WriteLn(outfile, strTransform + strTransformNone + '<br><br>')
else if transf = 1 then
WriteLn(outfile, strTransform + strTransformCommonLog + '<br><br>')
else if transf = 2 then
WriteLn(outfile, strTransform + strTransformNaturalLog + '<br><br>')
else if transf = 3 then
WriteLn(outfile, strTransform + strTransformSqrt + '<br><br>')
else if transf = 4 then
WriteLn(outfile, strTransform + strTransformArcsin + '<br><br>');
if coef = 0 then
WriteLn(outfile, strCoef + strCoefBray + '<br><br>')
else if coef = 1 then
WriteLn(outfile, strCoef + strCoefCanberra + '<br><br>')
else if coef = 2 then
WriteLn(outfile, strCoef + strCoefManhattan + '<br><br>')
else if coef = 3 then
WriteLn(outfile, strCoef + strCoefEuclidean + '<br><br>')
else if coef = 4 then
WriteLn(outfile, strCoef + strCoefMorisita + '<br><br>');
WriteLn(outfile, '<pre>');
AssignFile(infile, 'pco.txt');
Reset(infile);
while not EOF(infile) do
begin
ReadLn(infile, line);
WriteLn(outfile, line);
end;
CloseFile(infile);
WriteLn(outfile, '</pre>');
figf := GetFileNameWithoutExt(fname) + '.png';
WriteLn(outfile, '<p align="left"><img src="' + figf + '"></p>');
WriteLn(outfile, '</body>');
WriteLn(outfile, '</html>');
CloseFile(outfile);
if FileExists('pco.txt') then
DeleteFile('pco.txt');
end;
end.