Files
lazarus-ccr/applications/lazstats/source/forms/analysis/descriptive/frequnit.pas
wp_xxyyzz 2f33dc9f7b LazStats: initial commit.
git-svn-id: https://svn.code.sf.net/p/lazarus-ccr/svn@7345 8e941d3f-bd1b-0410-a28a-d453659cc2b4
2020-03-30 18:01:44 +00:00

444 lines
12 KiB
ObjectPascal

// Use "cansas.laz" for testing.
unit FreqUnit;
{$mode objfpc}{$H+}
interface
uses
Classes, SysUtils, FileUtil, LResources, Forms, Controls, Graphics, Dialogs,
StdCtrls, Buttons, ExtCtrls,
Globals, MainUnit, OutputUnit, FunctionsLib, GraphLib, DataProcs;
type
{ TFreqFrm }
TFreqFrm = class(TForm)
Bevel1: TBevel;
ComputeBtn: TButton;
Panel1: TPanel;
ResetBtn: TButton;
CloseBtn: TButton;
NormPltChk: TCheckBox;
InBtn: TBitBtn;
OutBtn: TBitBtn;
AllBtn: TBitBtn;
Label1: TLabel;
Label2: TLabel;
SelList: TListBox;
PlotOptionsGroup: TRadioGroup;
BarTypeGroup: TRadioGroup;
VarList: TListBox;
procedure AllBtnClick(Sender: TObject);
procedure FormActivate(Sender: TObject);
procedure FormCreate(Sender: TObject);
procedure FormShow(Sender: TObject);
procedure InBtnClick(Sender: TObject);
procedure ComputeBtnClick(Sender: TObject);
procedure PlotOptionsGroupSelectionChanged(Sender: TObject);
procedure SelListSelectionChange(Sender: TObject; User: boolean);
procedure OutBtnClick(Sender: TObject);
procedure ResetBtnClick(Sender: TObject);
procedure VarListSelectionChange(Sender: TObject; User: boolean);
private
{ private declarations }
FAutoSized: Boolean;
procedure UpdateBtnStates;
public
{ public declarations }
end;
var
FreqFrm: TFreqFrm;
implementation
uses
Math,
FreqSpecsUnit;
{ TFreqFrm }
procedure TFreqFrm.ResetBtnClick(Sender: TObject);
var
i: integer;
begin
VarList.Clear;
SelList.Clear;
for i := 1 to NoVariables do
VarList.Items.Add(OS3MainFrm.DataGrid.Cells[i,0]);
BarTypeGroup.ItemIndex := 0;
PlotOptionsGroup.ItemIndex := 0;
NormPltChk.Checked := false;
UpdateBtnStates;
end;
procedure TFreqFrm.FormActivate(Sender: TObject);
var
w: Integer;
begin
if FAutoSized then
exit;
w := MaxValue([ResetBtn.Width, ComputeBtn.Width, CloseBtn.Width]);
ResetBtn.Constraints.MinWidth := w;
ComputeBtn.Constraints.MinWidth := w;
CloseBtn.Constraints.MinWidth := w;
Panel1.Constraints.MinHeight := BarTypeGroup.Top + BarTypeGroup.Height - Panel1.Top;
Panel1.Constraints.MinWidth := Label2.Width * 2 + AllBtn.Width + 2 * VarList.BorderSpacing.Right;
Constraints.MinWidth := Width;
Constraints.MinHeight := Height;
FAutoSized := true;
end;
procedure TFreqFrm.FormCreate(Sender: TObject);
begin
Assert(OS3MainFrm <> nil);
if FreqSpecsFrm = nil then
Application.CreateForm(TFreqSpecsFrm, FreqSpecsFrm);
if GraphFrm = nil then
Application.CreateForm(TGraphFrm, GraphFrm);
end;
procedure TFreqFrm.FormShow(Sender: TObject);
begin
ResetBtnClick(self);
end;
procedure TFreqFrm.AllBtnClick(Sender: TObject);
var
count, index : integer;
begin
count := VarList.Items.Count;
for index := 0 to count-1 do
SelList.Items.Add(VarList.Items[index]);
VarList.Clear;
UpdateBtnStates;
end;
procedure TFreqFrm.InBtnClick(Sender: TObject);
var
i: integer;
begin
i := 0;
while i < VarList.Items.Count do
begin
if (VarList.Selected[i]) then
begin
SelList.Items.Add(VarList.Items[i]);
VarList.Items.Delete(i);
i := 0;
end else
i := i + 1;
end;
UpdateBtnStates;
end;
procedure TFreqFrm.SelListSelectionChange(Sender: TObject; User: boolean);
begin
UpdateBtnStates;
end;
procedure TFreqFrm.ComputeBtnClick(Sender: TObject);
var
i, j, k : integer;
freq : DblDyneVec;
pcnt : DblDyneVec;
cumpcnt : DblDyneVec;
pcntilerank : DblDyneVec;
cumfreq : DblDyneVec;
XValue : DblDyneVec;
value : double;
NoVars : integer;
plottype : integer;
cellval : string;
col : integer;
min, max : double;
range : double;
incrsize : double;
nointervals : double;
nints : integer;
// ColNoSelected : IntDyneVec;
NormDist : boolean;
Histogram : boolean;
Sumx, Sumx2, Mean, Variance, StdDev, zlow, zhi : double;
X, zproplow, zprophi, zfreq : double;
Ncases : integer;
lReport: TStrings;
begin
if BarTypeGroup.ItemIndex = 1 then Histogram := true else Histogram := false;
if NormPltChk.Checked = true then NormDist := true else NormDist := false;
SetLength(freq,NoCases);
SetLength(pcnt,NoCases);
SetLength(cumpcnt,NoCases);
SetLength(pcntilerank,NoCases);
SetLength(cumfreq,NoCases);
SetLength(XValue,NoCases);
lReport := TStringList.Create;
try
lReport.Add('FREQUENCY ANALYSIS BY BILL MILLER');
lReport.Add('');
{ Analyze each variable }
NoVars := SelList.Items.Count;
for i := 1 to NoVars do
begin
{ get column no. of variable }
col := 1;
cellval := SelList.Items.Strings[i-1];
for j := 1 to NoVariables do
begin
if OS3MainFrm.DataGrid.Cells[j,0] = cellval then
begin
col := j;
lReport.Add('Frequency Analysis for Variable "%s"', [cellval]);
break;
end;
end;
{ get min and max values for variable in col }
min := 1.0e32;
max := -1.0e32;
for j := 1 to NoCases do
begin
if not ValidValue(j,col) then continue;
value := StrToFloat(OS3MainFrm.DataGrid.Cells[col,j]);
if value > max then max := value;
if value < min then min := value;
end;
range := max - min + 1.0;
incrsize := 1.0;
{ if too many increments, set increment size for 15 increments }
if range > 200.0 then incrsize := range / 15;
nointervals := range / incrsize;
nints := round(nointervals);
{ Get user's approval and / or changes }
FreqSpecsFrm.VarName.Text := cellval;
FreqSpecsFrm.Minimum.Text := FloatToStr(min);
FreqSpecsFrm.Maximum.Text := FloatToStr(max);
FreqSpecsFrm.range.Text := FloatToStr(range);
FreqSpecsFrm.IntSize.Text := FloatToStr(incrsize);
FreqSpecsFrm.NoInts.Text := IntToStr(nints);
FreqSpecsFrm.NoCases := NoCases;
if FreqSpecsFrm.ShowModal <> mrOK then
exit;
incrsize := StrToFloat(FreqSpecsFrm.IntSize.Text);
nints := StrToInt(FreqSpecsFrm.NoInts.Text);
if nints > 200 then
nints := 200;
{Now, get frequency of cases in each interval }
for j := 1 to nints+1 do
freq[j-1] := 0;
Ncases := 0;
for j := 1 to NoCases do
begin
if not ValidValue(j,col) then continue;
inc(Ncases);
value := StrToFloat(OS3MainFrm.DataGrid.Cells[col,j]);
for k := 1 to nints do
begin
if (value >= min + ((k-1) * incrsize)) and
(value < min + (k * incrsize)) then freq[k-1] := freq[k-1] + 1;
end;
end;
for j := 1 to nints+1 do
XValue[j-1] := min + (j-1) * incrsize;
{ get cumulative frequencies and percents to midpoints }
cumfreq[0] := freq[0];
pcnt[0] := freq[0] / Ncases;
cumpcnt[0] := cumfreq[0] / Ncases;
pcntilerank[0] := (freq[0] / 2.0) / Ncases;
for k := 2 to nints do
begin
cumfreq[k-1] := cumfreq[k-2] + freq[k-1];
pcnt[k-1] := freq[k-1] / Ncases;
cumpcnt[k-1] := cumfreq[k-1] / Ncases;
pcntilerank[k-1] := (cumfreq[k-2] + freq[k-1] / 2.0) / Ncases;
end;
{ Now, print results to report }
lReport.Add(' FROM TO FREQ. PCNT CUM.FREQ. CUM.PCNT. %ILE RANK');
lReport.Add('');
for k := 1 to nints do
lReport.Add('%8.2f%8.2f%8.0f%8.2f %8.2f %8.2f %8.2f', [
min+(k-1)*incrsize, // from
min+k*incrsize, // to
freq[k-1], // freq
pcnt[k-1], // pcnt
cumfreq[k-1], // cum.freq.
cumpcnt[k-1], // cum.pcnt.
pcntilerank[k-1] // %ile rank
]);
{ Now, prepare plot values as indicated in options list }
if NormDist = false then
SetLength(GraphFrm.Ypoints,1,nints+1)
else
SetLength(GraphFrm.Ypoints,2,nints+1);
SetLength(GraphFrm.Xpoints,1,nints+1);
for k := 1 to nints+1 do
begin
GraphFrm.Ypoints[0,k-1] := freq[k-1];
GraphFrm.Xpoints[0,k-1] := XValue[k-1];
end;
// Create ND plot if checked.
// BUT: Only 3D-vertical plots when normal curve is desired
if NormDist then
begin
lReport.Add('');
lReport.Add('Interval ND Freq.');
// Only use 3Dvertical plots when normal curve desired
PlotOptionsGroup.ItemIndex := 1;
// get mean and standard deviation of xvalues, then height of
// the normal curve for each Normally distributed corresponding z score
sumx := 0.0;
sumx2 := 0.0;
for k := 1 to nints do
begin
sumx := sumx + (XValue[k-1] * freq[k-1]);
sumx2 := sumx2 + ((XValue[k-1] * XValue[k-1]) * freq[k-1]);
end;
Mean := sumx / Ncases;
Variance := sumx2 - ((sumx * sumx) / Ncases);
Variance := Variance / (Ncases - 1);
StdDev := sqrt(Variance);
for k := 1 to nints+1 do
begin
X := XValue[k-1] - (incrsize / 2.0);
if StdDev > 0.0 then
zlow := (X - Mean) / StdDev
else
zlow := 0.0;
X := XValue[k-1] + (incrsize / 2.0);
if StdDev > 0.0 then
zhi := (X - Mean) / StdDev
else
zhi := 0.0;
// get cum. prop. for this z and translate to frequency
zproplow := probz(zlow);
zprophi := probz(zhi);
zfreq := NoCases * abs(zprophi - zproplow);
GraphFrm.Ypoints[1,k-1] := zfreq;
lReport.Add(' %2d %6.2f', [k, GraphFrm.Ypoints[1,k-1]]);
end;
end;
// Show report in form
DisplayReport(lReport);
// Plot data
plottype := PlotOptionsGroup.ItemIndex + 1;
if Histogram then
GraphFrm.barwideprop := 1.0
else
GraphFrm.barwideprop := 0.5;
if NormDist then
GraphFrm.nosets := 2
else
GraphFrm.nosets := 1;
GraphFrm.nbars := nints+1;
GraphFrm.Heading := cellval;
GraphFrm.XTitle := 'Lower Limit Values';
GraphFrm.YTitle := 'Frequency';
GraphFrm.AutoScaled := true;
GraphFrm.GraphType := plotType;
GraphFrm.BackColor := clCream;
GraphFrm.WallColor := clDkGray;
GraphFrm.FloorColor := clLtGray;
GraphFrm.ShowBackWall := true;
if plotType in [2, 6, 8, 10] then
begin
GraphFrm.ShowLeftWall := true;
GraphFrm.ShowRightWall := true;
GraphFrm.ShowBottomWall := true;
end;
GraphFrm.ShowModal;
GraphFrm.Xpoints := nil;
GraphFrm.Ypoints := nil;
end; // for novars list
finally
lReport.Free;
XValue := nil;
cumfreq := nil;
pcntilerank := nil;
cumpcnt := nil;
pcnt := nil;
freq := nil;
end;
end;
procedure TFreqFrm.OutBtnClick(Sender: TObject);
var
i: integer;
begin
i := 0;
while i < SelList.Items.Count do
begin
if (SelList.Selected[i]) then
begin
VarList.Items.Add(SelList.Items[i]);
SelList.Items.Delete(i);
i := 0;
end else
i := i + 1;
end;
UpdateBtnStates;
end;
procedure TFreqFrm.PlotOptionsGroupSelectionChanged(Sender: TObject);
begin
BarTypeGroup.Enabled := PlotOptionsGroup.ItemIndex in [0, 1, 8, 9]; // Bar series only
end;
procedure TFreqFrm.UpdateBtnStates;
var
lSelected: Boolean;
i: Integer;
begin
lSelected := false;
for i := 0 to VarList.Items.Count-1 do
if VarList.Selected[i] then
begin
lSelected := true;
Break;
end;
InBtn.Enabled := lSelected;
lSelected := false;
for i := 0 to SelList.Items.Count-1 do
if SelList.Selected[i] then
begin
lSelected := true;
break;
end;
OutBtn.Enabled := lSelected;
AllBtn.Enabled := VarList.Items.Count > 0;
end;
procedure TFreqFrm.VarListSelectionChange(Sender: TObject; User: boolean);
begin
UpdateBtnStates;
end;
initialization
{$I frequnit.lrs}
end.