Example usage for weka.core Instances attribute

List of usage examples for weka.core Instances attribute

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Introduction

In this page you can find the example usage for weka.core Instances attribute.

Prototype

publicAttribute attribute(String name)

Source Link

Document

Returns an attribute given its name.

Usage

From source file:adams.flow.transformer.WekaSetInstancesValue.java

License:Open Source License

/**
 * Executes the flow item.//  ww  w. j av  a2 s. c  o  m
 *
 * @return      null if everything is fine, otherwise error message
 */
@Override
protected String doExecute() {
    String result;
    Instances inst;
    int row;
    int index;

    result = null;

    inst = (Instances) m_InputToken.getPayload();
    inst = new Instances(inst);
    m_Row.setMax(inst.numInstances());
    m_Column.setData(inst);
    row = m_Row.getIntIndex();
    index = m_Column.getIntIndex();

    if (row == -1)
        result = "Failed to retrieve row: " + m_Row.getIndex();
    else if (index == -1)
        result = "Failed to retrieve column: " + m_Column.getIndex();

    if (result == null) {
        try {
            if (m_Value.equals("?")) {
                inst.instance(row).setMissing(index);
            } else {
                switch (inst.attribute(index).type()) {
                case Attribute.NUMERIC:
                    inst.instance(row).setValue(index, Utils.toDouble(m_Value));
                    break;

                case Attribute.DATE:
                    inst.instance(row).setValue(index, inst.attribute(index).parseDate(m_Value));
                    break;

                case Attribute.NOMINAL:
                case Attribute.STRING:
                    inst.instance(row).setValue(index, m_Value);
                    break;

                case Attribute.RELATIONAL:
                    result = "Relational attributes cannot be set!";
                    break;

                default:
                    result = "Unhandled attribute type: " + inst.attribute(index).type();
                }
            }
        } catch (Exception e) {
            result = handleException("Failed to set value: " + m_Column.getIndex() + " -> " + m_Value, e);
        }
    }

    // broadcast data
    if (result == null)
        m_OutputToken = new Token(inst);

    return result;
}

From source file:adams.gui.menu.AppendDatasets.java

License:Open Source License

/**
 * Performs the append.//from   w  w  w .  j a v a2s .c  om
 *
 * @param frame       the frame to close
 * @param input       the files to merge
 * @param output      the output file
 */
protected void doAppend(ChildFrame frame, File[] input, File output) {
    Instances[] data;
    Instances full;
    int i;
    int n;
    AbstractFileLoader loader;
    DataSink sink;
    int count;
    TIntArrayList transferAtt;
    int index;

    if (input.length < 2) {
        GUIHelper.showErrorMessage(getOwner(), "At least two files are required!");
        return;
    }

    // load and check compatibility
    loader = ConverterUtils.getLoaderForFile(input[0]);
    data = new Instances[input.length];
    count = 0;
    transferAtt = new TIntArrayList();
    for (i = 0; i < input.length; i++) {
        try {
            loader.setFile(input[i]);
            data[i] = DataSource.read(loader);
            if (i > 0) {
                if (!data[0].equalHeaders(data[i])) {
                    GUIHelper.showErrorMessage(getOwner(), "Datasets '" + input[0] + "' and '" + input[i]
                            + "' are not compatible!\n" + data[0].equalHeadersMsg(data[i]));
                    return;
                }
            } else {
                for (n = 0; n < data[0].numAttributes(); n++) {
                    if (data[0].attribute(n).isString() || data[0].attribute(n).isRelationValued())
                        transferAtt.add(n);
                }
            }
            count += data[i].numInstances();
        } catch (Exception e) {
            GUIHelper.showErrorMessage(getOwner(),
                    "Failed to read '" + input[i] + "'!\n" + Utils.throwableToString(e));
            return;
        }
    }

    // combine
    full = new Instances(data[0], count);
    for (i = 0; i < data.length; i++) {
        for (Instance inst : data[i]) {
            if (transferAtt.size() > 0) {
                for (n = 0; n < transferAtt.size(); n++) {
                    index = transferAtt.get(n);
                    if (inst.attribute(index).isString())
                        full.attribute(index).addStringValue(inst.stringValue(index));
                    else if (inst.attribute(n).isRelationValued())
                        full.attribute(index).addRelation(inst.relationalValue(index));
                    else
                        throw new IllegalStateException(
                                "Unhandled attribute type: " + Attribute.typeToString(inst.attribute(index)));
                }
            }
            full.add(inst);
        }
    }

    // save
    try {
        sink = new DataSink(output.getAbsolutePath());
        sink.write(full);
    } catch (Exception e) {
        GUIHelper.showErrorMessage(getOwner(),
                "Failed to save data to '" + output + "'!\n" + Utils.throwableToString(e));
        return;
    }

    GUIHelper.showInformationMessage(null, "Successfully appended!\n" + output);
    frame.dispose();
}

From source file:adams.gui.visualization.debug.objectrenderer.WekaInstancesRenderer.java

License:Open Source License

/**
 * Performs the actual rendering./*w w  w .j  ava2  s.c om*/
 *
 * @param obj      the object to render
 * @param panel   the panel to render into
 * @return      null if successful, otherwise error message
 */
@Override
protected String doRender(Object obj, JPanel panel) {
    Instance inst;
    Instances data;
    InstancesTable table;
    InstancesTableModel model;
    BaseScrollPane scrollPane;
    PlainTextRenderer plain;
    SpreadSheet sheet;
    Row row;
    int i;
    SpreadSheetRenderer sprenderer;

    if (obj instanceof Instances) {
        data = (Instances) obj;
        if (data.numInstances() == 0) {
            sheet = new DefaultSpreadSheet();
            row = sheet.getHeaderRow();
            row.addCell("I").setContentAsString("Index");
            row.addCell("N").setContentAsString("Name");
            row.addCell("T").setContentAsString("Type");
            row.addCell("C").setContentAsString("Class");
            for (i = 0; i < data.numAttributes(); i++) {
                row = sheet.addRow();
                row.addCell("I").setContent(i + 1);
                row.addCell("N").setContentAsString(data.attribute(i).name());
                row.addCell("T").setContentAsString(Attribute.typeToString(data.attribute(i)));
                row.addCell("C").setContent((i == data.classIndex()) ? "true" : "");
            }
            sprenderer = new SpreadSheetRenderer();
            sprenderer.render(sheet, panel);
        } else {
            model = new InstancesTableModel(data);
            model.setShowAttributeIndex(true);
            table = new InstancesTable(model);
            scrollPane = new BaseScrollPane(table);
            panel.add(scrollPane, BorderLayout.CENTER);
        }
    } else {
        inst = (Instance) obj;
        if (inst.dataset() != null) {
            data = new Instances(inst.dataset(), 0);
            data.add((Instance) inst.copy());
            table = new InstancesTable(data);
            scrollPane = new BaseScrollPane(table);
            panel.add(scrollPane, BorderLayout.CENTER);
        } else {
            plain = new PlainTextRenderer();
            plain.render(obj, panel);
        }
    }

    return null;
}

From source file:adams.gui.visualization.instance.InstanceExplorer.java

License:Open Source License

/**
 * Loads the given data into the container manager.
 *
 * @param dataset   the dataset/*  w  w  w  .  j  av  a  2s .  c  om*/
 * @param data   the data to add to the manager
 */
protected void loadData(Instances dataset, List<InstanceContainer> data) {
    boolean hasDBID;
    InstanceContainerList listInst;
    ReportContainerList listReport;

    // turn off anti-aliasing to speed up display
    if (getContainerManager().count() + data.size() > getProperties()
            .getInteger("MaxNumContainersWithAntiAliasing", 50)) {
        if (getInstancePanel().isAntiAliasingEnabled())
            getInstancePanel().setAntiAliasingEnabled(false);
    }

    listInst = (InstanceContainerList) m_PanelInstance.getContainerList();
    listReport = m_Reports.getReportContainerList();

    hasDBID = (dataset.attribute(ArffUtils.getDBIDName()) != null);
    listInst.setDisplayDatabaseID(hasDBID);
    listReport.setDisplayDatabaseID(hasDBID);
    getContainerManager().addAll(data);
}

From source file:adams.gui.visualization.instances.InstancesColumnComboBox.java

License:Open Source License

/**
 * Updates the content of the combobox.//from   ww w. j a  v a  2  s  . c o  m
 */
protected synchronized void update() {
    List<ColumnContainer> columns;
    int i;
    Instances data;

    columns = new ArrayList<>();
    data = m_Table.getInstances();
    if (data != null) {
        for (i = 0; i < data.numAttributes(); i++)
            columns.add(new ColumnContainer(data.attribute(i).name(), i));
        Collections.sort(columns);
    }
    setModel(new DefaultComboBoxModel<>(columns.toArray(new ColumnContainer[0])));
}

From source file:adams.gui.visualization.instances.instancestable.AttributeStatistics.java

License:Open Source License

/**
 * Processes the specified column.//from w  w  w .  ja  va  2 s  .co m
 *
 * @param table   the source table
 * @param data   the instances to use as basis
 * @param column   the column in the spreadsheet
 * @return      true if successful
 */
@Override
protected boolean doProcessColumn(InstancesTable table, Instances data, int column) {
    AttributeStats stats;
    TextDialog dialog;

    stats = data.attributeStats(column);
    if (GUIHelper.getParentDialog(table) != null)
        dialog = new TextDialog(GUIHelper.getParentDialog(table), ModalityType.MODELESS);
    else
        dialog = new TextDialog(GUIHelper.getParentFrame(table), false);
    dialog.setDefaultCloseOperation(TextDialog.DISPOSE_ON_CLOSE);
    dialog.setTitle("Attribute statistics for column #" + (column + 1) + "/" + data.attribute(column).name());
    dialog.setUpdateParentTitle(false);
    dialog.setContent(stats.toString());
    dialog.pack();
    dialog.setLocationRelativeTo(null);
    dialog.setVisible(true);

    return true;
}

From source file:adams.gui.visualization.instances.instancestable.ColumnStatistic.java

License:Open Source License

/**
 * Processes the specified column.// w  ww  .  ja  v  a2 s  .co  m
 *
 * @param table   the source table
 * @param data   the instances to use as basis
 * @param column   the column in the spreadsheet
 * @return      true if successful
 */
@Override
protected boolean doProcessColumn(InstancesTable table, Instances data, int column) {
    GenericObjectEditorDialog setup;
    AbstractColumnStatistic last;
    SpreadSheet stats;
    SpreadSheetDialog dialog;

    // let user customize plot
    if (GUIHelper.getParentDialog(table) != null)
        setup = new GenericObjectEditorDialog(GUIHelper.getParentDialog(table), ModalityType.DOCUMENT_MODAL);
    else
        setup = new GenericObjectEditorDialog(GUIHelper.getParentFrame(table), true);
    setup.setDefaultCloseOperation(HistogramFactory.SetupDialog.DISPOSE_ON_CLOSE);
    setup.getGOEEditor().setClassType(AbstractColumnStatistic.class);
    setup.getGOEEditor().setCanChangeClassInDialog(true);
    last = (AbstractColumnStatistic) table.getLastSetup(getClass(), true, false);
    if (last == null)
        last = new Mean();
    setup.setCurrent(last);
    setup.setLocationRelativeTo(GUIHelper.getParentComponent(table));
    setup.setVisible(true);
    if (setup.getResult() != GenericObjectEditorDialog.APPROVE_OPTION)
        return false;
    last = (AbstractColumnStatistic) setup.getCurrent();
    table.addLastSetup(getClass(), true, false, last);
    stats = last.generate(new InstancesView(data), column);
    if (stats == null) {
        if (last.hasLastError())
            GUIHelper.showErrorMessage(GUIHelper.getParentComponent(table),
                    "Failed to calculate statistics for column #" + (column + 1) + ": " + last.getLastError());
        else
            GUIHelper.showErrorMessage(GUIHelper.getParentComponent(table),
                    "Failed to calculate statistics for column #" + (column + 1) + "!");
    } else {
        if (GUIHelper.getParentDialog(table) != null)
            dialog = new SpreadSheetDialog(GUIHelper.getParentDialog(table), ModalityType.MODELESS);
        else
            dialog = new SpreadSheetDialog(GUIHelper.getParentFrame(table), false);
        dialog.setDefaultCloseOperation(SpreadSheetDialog.DISPOSE_ON_CLOSE);
        dialog.setTitle("Statistics for column #" + (column + 1) + "/" + data.attribute(column).name());
        dialog.setSpreadSheet(stats);
        dialog.pack();
        dialog.setLocationRelativeTo(null);
        dialog.setVisible(true);
    }

    return (stats != null);
}

From source file:adams.gui.visualization.instances.instancestable.Histogram.java

License:Open Source License

/**
 * Allows the user to generate a plot from either a row or a column.
 *
 * @param data   the instances to use//from   w  w  w  .j av a  2 s  . c  o m
 * @param isColumn   whether to use column or row
 * @param index   the index of the row/column
 */
protected void plot(final InstancesTable table, final Instances data, final boolean isColumn, int index) {
    TDoubleArrayList list;
    HistogramFactory.SetupDialog setup;
    HistogramFactory.Dialog dialog;
    int i;
    ArrayHistogram last;
    int col;
    int row;
    Object value;

    // let user customize histogram
    if (GUIHelper.getParentDialog(table) != null)
        setup = HistogramFactory.getSetupDialog(GUIHelper.getParentDialog(table), ModalityType.DOCUMENT_MODAL);
    else
        setup = HistogramFactory.getSetupDialog(GUIHelper.getParentFrame(table), true);
    setup.setDefaultCloseOperation(HistogramFactory.SetupDialog.DISPOSE_ON_CLOSE);
    setup.setTitle("Histogram setup");
    last = (ArrayHistogram) table.getLastSetup(getClass(), true, !isColumn);
    if (last == null)
        last = new ArrayHistogram();
    setup.setCurrent(last);
    setup.setLocationRelativeTo(GUIHelper.getParentComponent(table));
    setup.setVisible(true);
    if (setup.getResult() != GenericObjectEditorDialog.APPROVE_OPTION)
        return;
    last = (ArrayHistogram) setup.getCurrent();
    table.addLastSetup(getClass(), true, !isColumn, last);

    // get data from instances
    list = new TDoubleArrayList();
    if (isColumn) {
        col = index + 1;
        for (i = 0; i < table.getRowCount(); i++) {
            value = table.getValueAt(i, col);
            if ((value != null) && (Utils.isDouble(value.toString())))
                list.add(Utils.toDouble(value.toString()));
        }
    } else {
        row = index;
        for (i = 0; i < data.numAttributes(); i++) {
            if (data.attribute(i).isNumeric() && !data.instance(row).isMissing(i))
                list.add(data.instance(row).value(i));
        }
    }

    // calculate histogram
    last.clear();

    // display histogram
    if (GUIHelper.getParentDialog(table) != null)
        dialog = HistogramFactory.getDialog(GUIHelper.getParentDialog(table), ModalityType.MODELESS);
    else
        dialog = HistogramFactory.getDialog(GUIHelper.getParentFrame(table), false);
    dialog.setDefaultCloseOperation(HistogramFactory.Dialog.DISPOSE_ON_CLOSE);
    if (isColumn)
        dialog.add(last, list.toArray(), "Column " + (index + 1) + "/" + data.attribute(index).name());
    else
        dialog.add(last, list.toArray(), "Row " + (index + 1));
    dialog.setLocationRelativeTo(GUIHelper.getParentComponent(table));
    dialog.setVisible(true);
}

From source file:adams.gui.visualization.instances.instancestable.JFreeChart.java

License:Open Source License

/**
 * Allows the user to generate a plot from either a row or a column.
 *
 * @param data   the instances to use//from ww  w  . jav a2s  .  c  o  m
 * @param isColumn   whether the to use column or row
 * @param index   the index of the row/column
 */
protected void plot(final InstancesTable table, final Instances data, final boolean isColumn, int index) {
    final List<Double> list;
    List<Double> tmp;
    GenericObjectEditorDialog setup;
    int i;
    final String title;
    SwingWorker worker;
    adams.flow.sink.JFreeChartPlot last;
    int numPoints;
    String newPoints;
    int col;
    int row;
    Object value;
    final SpreadSheet sheet;
    Row srow;
    boolean sorted;
    boolean asc;

    numPoints = isColumn ? data.numInstances() : data.numAttributes();
    if (numPoints > MAX_POINTS) {
        newPoints = GUIHelper.showInputDialog(null,
                "More than " + MAX_POINTS + " data points to plot - enter sample size:", "" + numPoints);
        if (newPoints == null)
            return;
        if (!Utils.isInteger(newPoints))
            return;
        if (Integer.parseInt(newPoints) != numPoints)
            numPoints = Integer.parseInt(newPoints);
        else
            numPoints = -1;
    } else {
        numPoints = -1;
    }

    // let user customize plot
    if (GUIHelper.getParentDialog(table) != null)
        setup = new GenericObjectEditorDialog(GUIHelper.getParentDialog(table), ModalityType.DOCUMENT_MODAL);
    else
        setup = new GenericObjectEditorDialog(GUIHelper.getParentFrame(table), true);
    setup.setDefaultCloseOperation(GenericObjectEditorDialog.DISPOSE_ON_CLOSE);
    setup.getGOEEditor().setClassType(Actor.class);
    setup.getGOEEditor().setCanChangeClassInDialog(false);
    last = (adams.flow.sink.JFreeChartPlot) table.getLastSetup(getClass(), true, !isColumn);
    if (last == null)
        last = new adams.flow.sink.JFreeChartPlot();
    setup.setCurrent(last);
    setup.setLocationRelativeTo(GUIHelper.getParentComponent(table));
    setup.setVisible(true);
    if (setup.getResult() != GenericObjectEditorDialog.APPROVE_OPTION)
        return;
    last = (adams.flow.sink.JFreeChartPlot) setup.getCurrent();
    table.addLastSetup(getClass(), true, !isColumn, last);

    // get data from instances
    tmp = new ArrayList<>();
    sorted = false;
    asc = table.isAscending();
    if (isColumn) {
        col = index + 1;
        sorted = (table.getSortColumn() == col);
        for (i = 0; i < table.getRowCount(); i++) {
            value = table.getValueAt(i, col);
            if ((value != null) && (Utils.isDouble(value.toString())))
                tmp.add(Utils.toDouble(value.toString()));
        }
    } else {
        row = index;
        for (i = 0; i < data.numAttributes(); i++) {
            if (data.attribute(i).isNumeric() && !data.instance(row).isMissing(i))
                tmp.add(data.instance(row).value(i));
        }
    }

    if (numPoints > -1) {
        numPoints = Math.min(numPoints, tmp.size());
        Collections.shuffle(tmp, new Random(1));
        list = tmp.subList(0, numPoints);
        if (sorted) {
            Collections.sort(list);
            if (!asc)
                Collections.reverse(list);
        }
    } else {
        list = tmp;
    }

    // create new spreadsheet
    sheet = new DefaultSpreadSheet();
    sheet.getHeaderRow().addCell("x").setContentAsString(isColumn ? "Row" : "Column");
    sheet.getHeaderRow().addCell("y")
            .setContentAsString(isColumn ? data.attribute(index).name() : ("Row " + (index + 1)));
    for (i = 0; i < list.size(); i++) {
        srow = sheet.addRow();
        srow.addCell("x").setContent((double) i + 1.0);
        srow.addCell("y").setContent(list.get(i));
    }

    // generate plot
    if (isColumn)
        title = "Column " + (index + 1) + "/" + data.attribute(index).name();
    else
        title = "Row " + (index + 1);
    last.getChart().setTitle(sheet.getColumnName(1));

    worker = new SwingWorker() {
        @Override
        protected Object doInBackground() throws Exception {
            Flow flow = new Flow();
            flow.setDefaultCloseOperation(BaseFrame.DISPOSE_ON_CLOSE);

            StorageValue sv = new StorageValue();
            sv.setStorageName(new StorageName("values"));
            flow.add(sv);

            Object last = table.getLastSetup(JFreeChart.this.getClass(), true, !isColumn);
            adams.flow.sink.JFreeChartPlot plot = (adams.flow.sink.JFreeChartPlot) ((adams.flow.sink.JFreeChartPlot) last)
                    .shallowCopy();
            plot.setShortTitle(true);
            plot.setName(title);
            plot.setX(-2);
            plot.setY(-2);
            flow.add(plot);

            flow.setUp();
            flow.getStorage().put(new StorageName("values"), sheet);
            flow.execute();
            flow.wrapUp();
            return null;
        }
    };
    worker.execute();
}

From source file:adams.gui.visualization.instances.instancestable.SimplePlot.java

License:Open Source License

/**
 * Allows the user to generate a plot from either a row or a column.
 *
 * @param data   the instances to use//from   w  w w. j  a  v  a 2 s  .  c o  m
 * @param isColumn   whether the to use column or row
 * @param index   the index of the row/column
 */
protected void plot(final InstancesTable table, final Instances data, final boolean isColumn, int index) {
    final List<Double> list;
    List<Double> tmp;
    GenericObjectEditorDialog setup;
    int i;
    final String title;
    SwingWorker worker;
    adams.flow.sink.SimplePlot last;
    int numPoints;
    String newPoints;
    int col;
    int row;
    Object value;
    boolean sorted;
    boolean asc;

    numPoints = isColumn ? data.numInstances() : data.numAttributes();
    if (numPoints > MAX_POINTS) {
        newPoints = GUIHelper.showInputDialog(null,
                "More than " + MAX_POINTS + " data points to plot - enter sample size:", "" + numPoints);
        if (newPoints == null)
            return;
        if (!Utils.isInteger(newPoints))
            return;
        if (Integer.parseInt(newPoints) != numPoints)
            numPoints = Integer.parseInt(newPoints);
        else
            numPoints = -1;
    } else {
        numPoints = -1;
    }

    // let user customize plot
    if (GUIHelper.getParentDialog(table) != null)
        setup = new GenericObjectEditorDialog(GUIHelper.getParentDialog(table), ModalityType.DOCUMENT_MODAL);
    else
        setup = new GenericObjectEditorDialog(GUIHelper.getParentFrame(table), true);
    setup.setDefaultCloseOperation(GenericObjectEditorDialog.DISPOSE_ON_CLOSE);
    setup.getGOEEditor().setClassType(Actor.class);
    setup.getGOEEditor().setCanChangeClassInDialog(false);
    last = (adams.flow.sink.SimplePlot) table.getLastSetup(getClass(), true, !isColumn);
    if (last == null) {
        last = new adams.flow.sink.SimplePlot();
        last.setNoToolTips(true);
        last.setMouseClickAction(new ViewDataClickAction());
    }
    setup.setCurrent(last);
    setup.setLocationRelativeTo(GUIHelper.getParentComponent(table));
    setup.setVisible(true);
    if (setup.getResult() != GenericObjectEditorDialog.APPROVE_OPTION)
        return;
    last = (adams.flow.sink.SimplePlot) setup.getCurrent();
    table.addLastSetup(getClass(), true, !isColumn, last);

    // get data from instances
    tmp = new ArrayList<>();
    sorted = false;
    asc = table.isAscending();
    if (isColumn) {
        col = index + 1;
        sorted = (table.getSortColumn() == col);
        for (i = 0; i < table.getRowCount(); i++) {
            value = table.getValueAt(i, col);
            if ((value != null) && (Utils.isDouble(value.toString())))
                tmp.add(Utils.toDouble(value.toString()));
        }
    } else {
        row = index;
        for (i = 0; i < data.numAttributes(); i++) {
            if (data.attribute(i).isNumeric() && !data.instance(row).isMissing(i))
                tmp.add(data.instance(row).value(i));
        }
    }

    if (numPoints > -1) {
        numPoints = Math.min(numPoints, tmp.size());
        Collections.shuffle(tmp, new Random(1));
        list = tmp.subList(0, numPoints);
        if (sorted) {
            Collections.sort(list);
            if (!asc)
                Collections.reverse(list);
        }
    } else {
        list = tmp;
    }

    // generate plot
    if (isColumn)
        title = "Column " + (index + 1) + "/" + data.attribute(index).name();
    else
        title = "Row " + (index + 1);

    worker = new SwingWorker() {
        @Override
        protected Object doInBackground() throws Exception {
            Flow flow = new Flow();
            flow.setDefaultCloseOperation(BaseFrame.DISPOSE_ON_CLOSE);

            StorageValue sv = new StorageValue();
            sv.setStorageName(new StorageName("values"));
            flow.add(sv);

            ArrayToSequence a2s = new ArrayToSequence();
            flow.add(a2s);

            MakePlotContainer mpc = new MakePlotContainer();
            mpc.setPlotName(title);
            flow.add(mpc);

            Object last = table.getLastSetup(SimplePlot.this.getClass(), true, !isColumn);
            adams.flow.sink.SimplePlot plot = (adams.flow.sink.SimplePlot) ((adams.flow.sink.SimplePlot) last)
                    .shallowCopy();
            plot.setShortTitle(true);
            plot.setShowSidePanel(false);
            plot.setName(title);
            plot.setX(-2);
            plot.setY(-2);
            flow.add(plot);

            flow.setUp();
            flow.getStorage().put(new StorageName("values"), list.toArray(new Double[list.size()]));
            flow.execute();
            flow.wrapUp();
            return null;
        }
    };
    worker.execute();
}