void ToolStripMenuItem_DRCAnalysis_Click(object sender, EventArgs e)
        {
            List<cDescriptorType> ListSelectedDesc = new List<cDescriptorType>();// GlobalInfo.CurrentScreening.ListDescriptors.GetActiveDescriptors();
            ListSelectedDesc.Add(cGlobalInfo.CurrentScreening.ListDescriptors.GetActiveDescriptor());

            //if (GlobalInfo == null) GlobalInfo = cGlobalInfo.CurrentScreening.GlobalInfo;
            //if (cGlobalInfo == null) return;

            cDesignerMultiChoices DT = new cDesignerMultiChoices();

            cExtendedTable TableForGeneralResuts = new cExtendedTable();
            TableForGeneralResuts.Add(new cExtendedList("p-Value"));
            TableForGeneralResuts.Add(new cExtendedList("EC50"));
            TableForGeneralResuts.Add(new cExtendedList("Slope"));
            TableForGeneralResuts.Add(new cExtendedList("Bottom"));
            TableForGeneralResuts.Add(new cExtendedList("Top"));
            TableForGeneralResuts.Add(new cExtendedList("Window"));
            TableForGeneralResuts.Add(new cExtendedList("Area Under Curve"));

            TableForGeneralResuts.ListRowNames = new List<string>();
            TableForGeneralResuts.ListTags = new List<object>();

            cDesignerSplitter MainSplitter = new cDesignerSplitter();

            int IdxNode = 0;
            cListListWells CurrentSelectedGroups = this.BuildListListWells();

            foreach (cListWells TmpListWells in CurrentSelectedGroups)
            {
                // List<cDescriptorType> LType = new List<cDescriptorType>();
                //  LType.Add(ListSelectedDesc[i]);
                cExtendedTable CompleteTable = TmpListWells.GetAverageDescriptorValues(ListSelectedDesc, true, false);

                //cExtendedTable CompleteTable = GLP.GetOutPut();

                cCurveForGraph CFG = new cCurveForGraph();
                CFG.SetInputData(CompleteTable);
                CFG.Run();

                cSigmoidFitting SF = new cSigmoidFitting();
                SF.SetInputData(CompleteTable);
                if (SF.Run().IsSucceed == false) continue;

                // double Ratio = LR.GetOutPut()[0][LR.GetOutPut().Count - 1] / SF.GetOutPut()[0][SF.GetOutPut().Count - 1];

                cANOVA A = new cANOVA();

                cExtendedTable NewTable = CFG.ListPtValues.Crop(0, CFG.ListPtValues.Count - 1, 1, CFG.ListPtValues[0].Count - 1);
                A.SignificanceThreshold = 1E-11;
                A.SetInputData(NewTable);
                A.Run();

                cExtendedTable Sigmoid = SF.GetFittedRawValues(CFG.GetListXValues());
                CompleteTable[0] = Sigmoid[1];
                CompleteTable[0].Name = ListSelectedDesc[0].GetName() + "\n" + Sigmoid[1].Name;
                cDesignerSplitter DS = new cDesignerSplitter();

                //cViewerTableAsRichText VT = new cViewerTableAsRichText();
                cViewerTable VT = new cViewerTable();
                cExtendedTable TableResults = SF.GetOutPut();

                if ((A.GetOutPut() != null) && (A.GetOutPut().Count > 0))
                {
                    TableResults[0].Add(A.GetOutPut()[0][0]);
                    TableResults[0].Add(A.GetOutPut()[0][1]);
                    TableResults.ListRowNames.Add("p-Value");
                    TableResults.ListRowNames.Add("Rejected?");

                    TableForGeneralResuts[0].Add(A.GetOutPut()[0][0]);
                }
                else
                {
                    TableForGeneralResuts[0].Add(1);
                }

                TableResults.Name = TV.Nodes[IdxNode].Text;
                TableResults[0].Name = "Fitting Parameters";
                VT.SetInputData(TableResults);
                VT.DigitNumber = -1;
                VT.Run();

                cViewerGraph1D VS1 = new cViewerGraph1D();

                cExtendedTable MyTable = new cExtendedTable(Sigmoid[1]);
                MyTable.Name = TmpListWells.Name;// TV.Nodes[IdxNode].Text;
                VS1.SetInputData(MyTable);
                VS1.AddCurve(CFG);

                VS1.Chart.X_AxisValues = Sigmoid[0];
                VS1.Chart.IsLogAxis = true;
                VS1.Chart.IsLine = true;
                VS1.Chart.IsShadow = false;
                VS1.Chart.Opacity = 210;
                VS1.Chart.LineWidth = 3;
                VS1.Chart.MarkerSize = 8;
                VS1.Chart.IsDisplayValues = cGlobalInfo.OptionsWindow.FFAllOptions.checkBoxDRCDisplayValues.Checked;
                VS1.Chart.LabelAxisX = "Concentration";
                VS1.Chart.LabelAxisY = CompleteTable[1].Name;
                VS1.Chart.XAxisFormatDigitNumber = cGlobalInfo.OptionsWindow.FFAllOptions.GetDRCNumberOfDigit();
                VS1.Chart.IsZoomableX = true;

                Classes.Base_Classes.General.cLineVerticalForGraph VLForEC50 = new Classes.Base_Classes.General.cLineVerticalForGraph(SF.GetOutPut()[0][2]);
                //VLForEC50.AddText("EC50: " + SF.GetOutPut()[0][2].ToString("e3")/* + "\nError Ratio:" + Ratio.ToString("N4")*/);
                VS1.Chart.ListVerticalLines.Add(VLForEC50);

                TableForGeneralResuts.ListRowNames.Add(TV.Nodes[IdxNode].Text);
                TableForGeneralResuts.ListTags.Add((Chart)VS1.Chart);//ListSelectedDesc[0]);

                //EC50
                TableForGeneralResuts[1].Add(SF.GetOutPut()[0][2]);

                // Slope
                TableForGeneralResuts[2].Add(SF.GetOutPut()[0][3]);

                // Bottom
                TableForGeneralResuts[3].Add(SF.GetOutPut()[0][0]);

                // Top
                TableForGeneralResuts[4].Add(SF.GetOutPut()[0][1]);

                // Window
                double Window = SF.GetOutPut()[0][1] / SF.GetOutPut()[0][0];
                TableForGeneralResuts[5].Add(Window);

                TableForGeneralResuts[6].Add(SF.GetOutPut()[0][5]);

                VS1.Chart.ArraySeriesInfo = new cSerieInfoDesign[CompleteTable.Count];

                for (int IdxCurve = 0; IdxCurve < CompleteTable.Count; IdxCurve++)
                {
                    cSerieInfoDesign TmpSerieInfo = new cSerieInfoDesign();
                    TmpSerieInfo.color = cGlobalInfo.ListCellularPhenotypes[IdxCurve % cGlobalInfo.ListCellularPhenotypes.Count].ColourForDisplay;
                    TmpSerieInfo.markerStyle = MarkerStyle.None;

                    VS1.Chart.ArraySeriesInfo[IdxCurve] = TmpSerieInfo;
                }

                VS1.Run();

                DS.SetInputData(VS1.GetOutPut());
                DS.SetInputData(VT.GetOutPut());
                DS.Orientation = Orientation.Horizontal;
                DS.Title = TV.Nodes[IdxNode++].Text; //TmpListWells.ti;// ListSelectedDesc[0].GetName();
                DS.Run();
                DT.SetInputData(DS.GetOutPut());
            }

            DT.Run();
            cExtendedControl TextEC = DT.GetOutPut();
            if (TextEC == null) return;

            TextEC.Width = 0;
            TextEC.Height = 0;

            TextEC.Anchor = (System.Windows.Forms.AnchorStyles)(System.Windows.Forms.AnchorStyles.Top | System.Windows.Forms.AnchorStyles.Bottom
                    | System.Windows.Forms.AnchorStyles.Left | System.Windows.Forms.AnchorStyles.Right);

            MainSplitter.SetInputData(TextEC);

            string DRCsortingMethod = cGlobalInfo.OptionsWindow.FFAllOptions.comboBoxDRCSorting.SelectedItem.ToString();
            //comboBoxDRCSorting
            int IdxColSorting = 0;
            cExtendedTable RT = TableForGeneralResuts;

            switch (DRCsortingMethod)
            {
                case "ANOVA":
                    IdxColSorting = 0;
                    break;
                case "EC50":
                    IdxColSorting = 1;
                    break;
                case "Window":
                    IdxColSorting = 5;
                    break;
                case "AUC":
                    IdxColSorting = 6;
                    break;
                case "None":
                    IdxColSorting = -1;
                    break;
                default:
                    break;

            }

            if (IdxColSorting != -1)
            {
                cSort S = new cSort();
                S.ColumnIndexForSorting = IdxColSorting;
                S.SetInputData(TableForGeneralResuts);
                S.IsAscending = true;
                S.Run();
                RT = S.GetOutPut();
            }
            cViewerTable VTForEC50 = new cViewerTable();

            RT.Name = cGlobalInfo.CurrentScreening.ListDescriptors.GetActiveDescriptor().GetName();
            VTForEC50.SetInputData(RT);
            VTForEC50.DigitNumber = -1;
            VTForEC50.Run();

            MainSplitter.SetInputData(VTForEC50.GetOutPut());

            MainSplitter.Orientation = Orientation.Vertical;
            MainSplitter.Run();

            cDisplayToWindow DTW = new cDisplayToWindow();
            DTW.SetInputData(MainSplitter.GetOutPut());
            DTW.Title = "DRC analysis [" + cGlobalInfo.CurrentScreening.ListDescriptors.GetActiveDescriptor().GetName() + "]";

            DTW.Run();
            DTW.Display();
        }
        public cFeedBackMessage Run(bool IsDisplayResults)
        {
            cMachineLearning MachineLearning = new cMachineLearning(/*cWell.GlobalInfo*/null);
            ParamAlgoForClustering = MachineLearning.AskAndGetClusteringAlgo();

            if (MinObjectsNumber == -1)
                MinObjectsNumber = (cGlobalInfo.CurrentScreening.Columns * cGlobalInfo.CurrentScreening.Rows * (int)cGlobalInfo.OptionsWindow.numericUpDownSystemMinWellRatio.Value) / 100;

            foreach (cPlate CurrentPlate in PlatesToProcess)
            {
                cExtendedTable CurrentPlateResult = null;

                foreach (var item in this.DescriptorsToProcess)
                {
                    cExtendedTable ET = CurrentPlate.GetAverageValueList(item, false);
                    ET.Name = item.GetName();

                    cExtendedTable ResultTable = this.GenerateArtifactMessage(ET, CurrentPlate);
                    ResultTable.ListRowNames = new List<string>();
                    ResultTable.ListRowNames.Add(item.GetName());

                    if (CurrentPlateResult == null) CurrentPlateResult = new cExtendedTable(ResultTable);
                    else
                    {
                        cMerge M = new cMerge();
                        M.IsHorizontal = false;
                        M.SetInputData(CurrentPlateResult, ResultTable);
                        M.Run();
                        CurrentPlateResult = M.GetOutPut();
                    }

                }
                CurrentPlateResult.Name = CurrentPlate.GetName();
                CurrentPlateResult.Tag = CurrentPlate;

                this.Output.Add(CurrentPlateResult);
            }

            this.Output.Name = "Systematic Errors (" + PlatesToProcess.Count + " plate(s))";

            if (IsDisplayResults)
            {
                cDisplayToWindow DTW = new cDisplayToWindow();

                cDesignerMultiChoices DMC = new cDesignerMultiChoices();

                foreach (var item in this.Output)
                {

                    cDesignerSplitter DS = new cDesignerSplitter();
                    DS.Orientation = System.Windows.Forms.Orientation.Horizontal;
                    DS.Title = item.Name;

                    cViewerTable VT = new cViewerTable();
                    VT.SetInputData(item);
                    VT.DigitNumber = 0;
                    VT.Run();
                    DS.SetInputData(VT.GetOutPut());

                    cViewerHeatMap VHM = new cViewerHeatMap();
                    VHM.SetInputData(item);
                    VHM.IsAutomatedMinMax = false;
                    VHM.Min = 0;
                    VHM.Max = 1;
                    VHM.Run();
                    DS.SetInputData(VHM.GetOutPut());

                    DS.Run();
                    cExtendedControl TmpXCtrl = DS.GetOutPut();
                    TmpXCtrl.Tag = item.Tag;
                    DMC.SetInputData(TmpXCtrl);

                }

                DMC.Run();
                DTW.SetInputData(DMC.GetOutPut());
                DTW.Title = "Systematic Errors [" + PlatesToProcess.Count + " plate(s)]";

                DTW.Run();
                DTW.Display();

                //cDisplayListExtendedTable DLET = new cDisplayListExtendedTable();
                //DLET.SetInputData(this.Output);
                //return DLET.Run();
            }

            return FeedBackMessage;
        }