590 lines
21 KiB
Java
590 lines
21 KiB
Java
package org.gcube.dataanalysis.geo.connectors.netcdf;
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import java.util.ArrayList;
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import java.util.Formatter;
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import java.util.LinkedHashMap;
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import java.util.List;
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import org.gcube.contentmanagement.graphtools.utils.MathFunctions;
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import org.gcube.dataanalysis.ecoengine.utils.Tuple;
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import org.gcube.dataanalysis.geo.utils.VectorOperations;
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import org.slf4j.Logger;
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import org.slf4j.LoggerFactory;
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import ucar.ma2.Array;
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import ucar.ma2.ArrayByte;
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import ucar.ma2.ArrayDouble;
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import ucar.ma2.ArrayFloat;
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import ucar.ma2.ArrayInt;
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import ucar.ma2.ArrayLong;
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import ucar.ma2.Range;
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import ucar.ma2.StructureData;
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import ucar.ma2.StructureMembers.Member;
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import ucar.nc2.constants.FeatureType;
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import ucar.nc2.dataset.CoordinateAxis;
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import ucar.nc2.dataset.CoordinateAxis1DTime;
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import ucar.nc2.dt.GridCoordSystem;
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import ucar.nc2.dt.GridDatatype;
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import ucar.nc2.dt.grid.GridDataset;
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import ucar.nc2.ft.FeatureCollection;
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import ucar.nc2.ft.FeatureDataset;
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import ucar.nc2.ft.FeatureDatasetFactoryManager;
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import ucar.nc2.ft.PointFeatureCollection;
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import ucar.nc2.ft.PointFeatureIterator;
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import ucar.nc2.ft.point.PointDatasetImpl;
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import ucar.nc2.ft.point.standard.StandardPointCollectionImpl;
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import ucar.unidata.geoloc.LatLonPoint;
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import ucar.unidata.geoloc.LatLonPointImpl;
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import ucar.unidata.geoloc.LatLonRect;
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public class NetCDFDataExplorer {
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// http://thredds.research-infrastructures.eu:8080/thredds/catalog/public/netcdf/catalog.xml
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public static String timePrefix = "time:";
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private static final Logger LOGGER = LoggerFactory.getLogger(NetCDFDataExplorer.class);
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public NetCDFDataExplorer(String openDapLink, String layer) {
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calcZRange(openDapLink, layer);
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}
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public List<Double> retrieveDataFromNetCDF(String openDapLink, String layer, int time, List<Tuple<Double>> triplets) {
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try {
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List<Double> values = new ArrayList<Double>();
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if (isGridDataset(openDapLink)) {
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LOGGER.debug("Managing Grid File");
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return manageGridDataset(layer, openDapLink, time, triplets);
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}
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/*
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* else if (isPointDataset(openDapLink)) { LOGGER.debug("Managing Points File"); }
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*/
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else
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LOGGER.debug("Warning: the NETCDF file is of an unknown type");
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return values;
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} catch (Exception e) {
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LOGGER.error("ERROR",e);
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return null;
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}
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}
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public double minZ = 0;
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public double maxZ = 0;
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public void calcZRange(String openDapLink, String layer) {
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try {
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if (isGridDataset(openDapLink)) {
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gds = ucar.nc2.dt.grid.GridDataset.open(openDapLink);
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List<GridDatatype> gridTypes = gds.getGrids();
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for (GridDatatype gdt : gridTypes) {
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// LOGGER.debug("Inside File - layer name: " + gdt.getFullName());
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LOGGER.debug("Inside File - layer name: " + gdt.getName());
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if (layer.equalsIgnoreCase(gdt.getName())) {
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CoordinateAxis zAxis = gdt.getCoordinateSystem().getVerticalAxis();
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minZ = zAxis.getMinValue();
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maxZ = zAxis.getMaxValue();
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break;
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}
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}
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}
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} catch (Exception e) {
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LOGGER.error("NetCDF Explorer Error",e);
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}
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}
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// A GridDatatype is like a specialized Variable that explicitly handles X,Y,Z,T dimensions
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GridDataset gds;
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public List<Double> manageGridDataset(String layer, String filename, int time, List<Tuple<Double>> triplets) throws Exception {
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List<Double> values = new ArrayList<Double>();
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if (gds == null)
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gds = ucar.nc2.dt.grid.GridDataset.open(filename);
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List<GridDatatype> gridTypes = gds.getGrids();
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for (GridDatatype gdt : gridTypes) {
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LOGGER.debug("Inside File - layer name: " + gdt.getName() + " layer to find " + layer);
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// if the layer is an HTTP link then take the first innser layer
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if (layer.equalsIgnoreCase(gdt.getName()) || layer.toLowerCase().startsWith("http:")) {
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LOGGER.debug("Found layer " + layer + " inside file");
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GridDatatype grid = gds.findGridDatatype(gdt.getName());
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CoordinateAxis zAxis = gdt.getCoordinateSystem().getVerticalAxis();
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CoordinateAxis xAxis = gdt.getCoordinateSystem().getXHorizAxis();
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CoordinateAxis yAxis = gdt.getCoordinateSystem().getYHorizAxis();
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double resolutionZ = 0;
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try {
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resolutionZ = Math.abs((double) (zAxis.getMaxValue() - zAxis.getMinValue()) / (double) zAxis.getShape()[0]);
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LOGGER.debug("Zmin:" + zAxis.getMinValue() + " Zmax:" + zAxis.getMaxValue());
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} catch (Exception e) {
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}
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GridCoordSystem gcs = grid.getCoordinateSystem();
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int tsize = triplets.size();
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long t01 = System.currentTimeMillis();
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LatLonRect llr = null;
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LOGGER.debug("Extracting subset...");
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GridDatatype gdtsub = grid.makeSubset(new Range(time, time), null, llr, 1, 1, 1);
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Array data = gdtsub.readVolumeData(time); // note order is t, z, y, x
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int[] shapeD = data.getShape();
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int zD = 0;
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int xD = 0;
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int yD = 0;
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if (shapeD.length > 2) {
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zD = shapeD[0];
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yD = shapeD[1];
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xD = shapeD[2];
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}
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else if (shapeD.length > 1) {
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yD = shapeD[0];
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xD = shapeD[1];
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}
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// double resolutionX = Math.abs((double) (xAxis.getMaxValue() - xAxis.getMinValue()) / (double) xAxis.getShape()[0]);
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// double resolutionY = Math.abs((double) (yAxis.getMaxValue() - yAxis.getMinValue()) / (double) yAxis.getShape()[0]);
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double resolutionX = Math.abs((double) (xAxis.getMaxValue() - xAxis.getMinValue()) / (double) xD);
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double resolutionY = Math.abs((double) (yAxis.getMaxValue() - yAxis.getMinValue()) / (double) yD);
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LOGGER.debug("Shape: Z:" + zD + " X:" + xD + " Y:" + yD);
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LOGGER.debug("Layer Information Retrieval ELAPSED Time: " + (System.currentTimeMillis() - t01));
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int rank = data.getRank();
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LOGGER.debug("Rank of the layer: " + rank);
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ArrayFloat.D3 data3Float = null;
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ArrayDouble.D3 data3Double = null;
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ArrayInt.D3 data3Int = null;
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ArrayLong.D3 data3Long = null;
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ArrayFloat.D2 data2Float = null;
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ArrayDouble.D2 data2Double = null;
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ArrayInt.D2 data2Int = null;
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ArrayLong.D2 data2Long = null;
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if (data.getRank() == 3) {
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if (data instanceof ArrayFloat.D3)
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data3Float = (ArrayFloat.D3) data;
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else if (data instanceof ArrayInt.D3)
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data3Int = (ArrayInt.D3) data;
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else if (data instanceof ArrayDouble.D3)
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data3Double = (ArrayDouble.D3) data;
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else if (data instanceof ArrayDouble.D3)
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data3Double = (ArrayDouble.D3) data;
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else if (data instanceof ArrayLong.D3)
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data3Long = (ArrayLong.D3) data;
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else if (data instanceof ArrayByte.D3)
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data3Double = (ArrayDouble.D3) VectorOperations.arrayByte3DArrayDouble((ArrayByte) data);
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else
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throw new Exception("Layer data format not supported");
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} else {
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if (data instanceof ArrayFloat.D2)
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data2Float = (ArrayFloat.D2) data;
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else if (data instanceof ArrayInt.D2)
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data2Int = (ArrayInt.D2) data;
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else if (data instanceof ArrayDouble.D2)
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data2Double = (ArrayDouble.D2) data;
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else if (data instanceof ArrayLong.D2)
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data2Long = (ArrayLong.D2) data;
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else if (data instanceof ArrayByte.D2)
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data2Double = (ArrayDouble.D2) VectorOperations.arrayByte2DArrayDouble((ArrayByte) data);
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else
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throw new Exception("Layer data format not supported");
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}
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double xmin = xAxis.getMinValue();
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double xmax = xAxis.getMaxValue();
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double ymax = yAxis.getMaxValue();
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double ymin = yAxis.getMinValue();
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int xmaxidx = (int) Math.round((xmax - xmin) / resolutionX);
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int ymaxidx = (int) Math.round((ymax - ymin) / resolutionY);
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boolean is0_360 = false;
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// if (((xmax == 360) && (xmin == 0)) || ((xmax == 359.5) && (xmin == 0.5))) {
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// if ((xmin>=0) || (ymin == -77.0104751586914 && ymax==89.94786834716797)) {
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LOGGER.debug("X dimension: " + xD + " Xmin:" + xmin + " Xmax:" + xmax + " Xmaxidx:" + xmaxidx+" XRes: "+resolutionX);
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LOGGER.debug("Y dimension: " + yD + " Ymin:" + ymin + " Ymax:" + ymax + " Ymaxidx:" + ymaxidx+" YRes: "+resolutionY);
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if ((xmin >= 0)) {
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xmax = 180;
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xmin = -180;
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is0_360 = true;
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}
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LOGGER.debug("Assigning "+tsize+" grid elements to the NetCDF values");
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for (int i = 0; i < tsize; i++) {
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int zint = 0;
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int xint = 0;
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int yint = 0;
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Tuple<Double> triplet = triplets.get(i);
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double x = triplet.getElements().get(0);
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double y = triplet.getElements().get(1);
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if (x == 180)
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x = -180;
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if (y == 90)
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y = -90;
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double z = 0;
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if (triplet.getElements().size() > 1)
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z = triplet.getElements().get(2);
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if (resolutionZ > 0) {
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if ((zAxis.getMinValue() <= z) && (zAxis.getMaxValue() >= z))
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zint = Math.abs((int) Math.round((z - zAxis.getMinValue()) / resolutionZ));
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}
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if (y < ymin)
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y = ymin;
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if (x < xmin)
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x = xmin;
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if (y > ymax)
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y = ymax;
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if (x > xmax)
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x = xmax;
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try{
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int[] idxbb = gcs.findXYindexFromLatLon(75,10, null);
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int[] idxo = gcs.findXYindexFromLatLon(0,0, null);
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LatLonPoint inverseOrigin = gcs.getLatLon(idxo[0],idxo[1]);
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// LatLonPoint inverseBB = gcs.getLatLon(idxbb[0],idxbb[1]);
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//correction to origin offset
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x = x - inverseOrigin.getLongitude();
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y = y - inverseOrigin.getLatitude();
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if (i==0)
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LOGGER.debug("bb: " + idxbb[0] +","+idxbb[1]+" origin: "+idxo[0]+","+idxo[1]+" middle "+xD/2+","+yD/2+" shift "+(idxo[0]-(xD/2))+" inverse shift on origin "+inverseOrigin);
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}catch(Exception e){
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LOGGER.debug("Error getting x,y corrections "+e.getLocalizedMessage());
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e.printStackTrace();
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}
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int[] idx = gcs.findXYindexFromLatLon(y,x, null);
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xint = idx[0];
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yint = idx[1];
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if (yint < 0) {
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yint = 0;
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}
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if (xint < 0) {
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xint = 0;
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}
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if (xint > xD - 1)
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xint = xD - 1;
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if (yint > yD - 1)
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yint = yD - 1;
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/*
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* if ((xmin <= x) && (xmax >= x)) // xint = (int) Math.round((x - xmin) / resolutionX); { if (is0_360) { if (x < 0) xint = (int) Math.round((x - xmin + xmax) / resolutionX); else xint = (int) Math.round((x) / resolutionX); } else { xint = (int) Math.round((x-xmin) / resolutionX); } }
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*
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* if ((yAxis.getMinValue() <= y) && (yAxis.getMaxValue() >= y)) { yint = (int) Math.round((ymax - y) / resolutionY); }
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*
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*
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* if (xint > xD - 1) xint = xD - 1; if (yint > yD - 1) yint = yD - 1;
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*/
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Double val = Double.NaN;
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if (zint > zD - 1)
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zint = zD - 1;
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if (data3Float != null)
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val = Double.valueOf(data3Float.get(zint, yint, xint));
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else if (data3Int != null)
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val = Double.valueOf(data3Int.get(zint, yint, xint));
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else if (data3Double != null)
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val = Double.valueOf(data3Double.get(zint, yint, xint));
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else if (data3Long != null)
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val = Double.valueOf(data3Long.get(zint, yint, xint));
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else if (data2Float != null)
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val = Double.valueOf(data2Float.get(yint, xint));
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else if (data2Int != null)
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val = Double.valueOf(data2Int.get(yint, xint));
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else if (data2Double != null)
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val = Double.valueOf(data2Double.get(yint, xint));
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else if (data2Long != null)
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val = Double.valueOf(data2Long.get(yint, xint));
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/*LOGGER.debug("Choice "+ (data3Float!=null)+","+
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(data3Int!=null)+","+
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(data3Double!=null)+","+
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(data3Long!=null)+","+
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(data2Float!=null)+","+
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(data2Int!=null)+","+
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(data2Double!=null)+","+
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(data2Long!=null));
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*/
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// LOGGER.debug("Assigning "+val+" to "+x+","+y+" ["+xint+","+yint+"]");
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// LOGGER.debug("checking "+data2Float.get(yint, xint)+" vs ");
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// try{LOGGER.debug("checking2 "+data2Float.get(xint,yint));}catch(Exception e){}
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values.add(val);
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}
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break;
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}
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}
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return values;
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}
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private boolean detIsPositive(double x0, double y0, double x1, double y1, double x2, double y2) {
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double det = (x1 * y2 - y1 * x2 - x0 * y2 + y0 * x2 + x0 * y1 - y0 * x1);
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if (det == 0)
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System.out.printf("determinate = 0%n");
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return det > 0;
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}
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public static GridDatatype getGrid(String layer, String netcdffile) throws Exception{
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LOGGER.debug("Opening File : " + netcdffile);
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LOGGER.debug("Searching for layer: " + layer);
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GridDataset gds = ucar.nc2.dt.grid.GridDataset.open(netcdffile);
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List<GridDatatype> gridTypes = gds.getGrids();
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StringBuffer sb = new StringBuffer();
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for (GridDatatype gdt : gridTypes) {
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LOGGER.debug("Inside File - layer name: " + gdt.getName());
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sb.append(gdt.getName()+" ");
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if (layer.equals(gdt.getName())) {
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LOGGER.debug("Found layer " + layer + " inside file");
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GridDatatype grid = gds.findGridDatatype(gdt.getName());
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return grid;
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}
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}
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throw new java.lang.Exception("No layer with name "+layer+" is available in the NetCDF file. Possible values are "+sb.toString());
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}
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// A GridDatatype is like a specialized Variable that explicitly handles X,Y,Z,T dimensions
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public static LinkedHashMap<String, Double> manageGridDataset(String layer, String filename, double x, double y, double z) throws Exception {
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LinkedHashMap<String, Double> valuesMap = new LinkedHashMap<String, Double>();
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GridDataset gds = ucar.nc2.dt.grid.GridDataset.open(filename);
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List<GridDatatype> gridTypes = gds.getGrids();
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for (GridDatatype gdt : gridTypes) {
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LOGGER.debug("Inside File - layer name: " + gdt.getName());
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if (layer.equalsIgnoreCase(gdt.getName())) {
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LOGGER.debug("Found layer " + layer + " inside file");
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GridDatatype grid = gds.findGridDatatype(gdt.getName());
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GridCoordSystem gcs = grid.getCoordinateSystem();
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long timeSteps = 0;
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java.util.Date[] dates = null;
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if (gcs.hasTimeAxis1D()) {
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CoordinateAxis1DTime tAxis1D = gcs.getTimeAxis1D();
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dates = tAxis1D.getTimeDates();
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timeSteps = dates.length;
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} else if (gcs.hasTimeAxis()) {
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CoordinateAxis tAxis = gcs.getTimeAxis();
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timeSteps = tAxis.getSize();
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}
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CoordinateAxis zAxis = gdt.getCoordinateSystem().getVerticalAxis();
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double resolutionZ = Math.abs((double) (zAxis.getMaxValue() - zAxis.getMinValue()) / (double) zAxis.getShape()[0]);
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int zint = 0;
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if (resolutionZ > 0) {
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if ((zAxis.getMinValue() <= z) && (zAxis.getMaxValue() >= z))
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zint = Math.abs((int) Math.round((z - zAxis.getMinValue()) / resolutionZ));
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}
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LOGGER.debug("Z index to take: " + zint);
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int[] xy = gcs.findXYindexFromLatLon(x, y, null);
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for (int j = 0; j < timeSteps; j++) {
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try {
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Array data = grid.readDataSlice(j, zint, xy[1], xy[0]); // note order is t, z, y, x
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Double val = takeFirstDouble(data);
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if (!val.isNaN()) {
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String date = "" + j;
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if (dates != null)
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date = dates[j].toString();
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valuesMap.put(timePrefix + date, Double.parseDouble("" + val));
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}
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} catch (Exception e) {
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LOGGER.debug("Error in getting grid values in (" + x + "," + y + "," + z + "= with zint: " + zint + " resolution: " + resolutionZ + " and shape: " + zAxis.getShape()[0]);
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}
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}
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break;
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}
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}
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return valuesMap;
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}
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public static Double takeFirstDouble(Array data) {
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long datal = data.getSize();
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Double val = Double.NaN;
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try {
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for (int k = 0; k < datal; k++) {
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Double testVal = data.getDouble(k);
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if (!testVal.isNaN()) {
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val = testVal;
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break;
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}
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}
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} catch (Exception ee) {
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LOGGER.debug("NetCDFDataExplorer-> WARNING: Error in getting value: " + ee.getLocalizedMessage());
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}
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return val;
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}
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// A GridDatatype is like a specialized Variable that explicitly handles X,Y,Z,T dimensions
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public LinkedHashMap<String, String> managePointsDataset(String layer, String filename, double x, double y) throws Exception {
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LinkedHashMap<String, String> valuesMap = new LinkedHashMap<String, String>();
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float tolerance = 0.25f;
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Formatter errlog = new Formatter();
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FeatureDataset fdataset = FeatureDatasetFactoryManager.open(FeatureType.POINT, filename, null, errlog);
|
|
PointDatasetImpl ds = (PointDatasetImpl) fdataset;
|
|
List<FeatureCollection> lfc = ds.getPointFeatureCollectionList();
|
|
|
|
for (FeatureCollection fc : lfc) {
|
|
|
|
StandardPointCollectionImpl spf = (StandardPointCollectionImpl) fc;
|
|
PointFeatureIterator iter = null;
|
|
while ((y - tolerance > -90) && (x - tolerance > -180) && (y + tolerance < 90) && (x + tolerance < 180)) {
|
|
LatLonRect rect = new LatLonRect(new LatLonPointImpl(y - tolerance, x - tolerance), new LatLonPointImpl(y + tolerance, x + tolerance));
|
|
PointFeatureCollection coll = spf.subset(rect, null);
|
|
iter = coll.getPointFeatureIterator(100 * 1000); // 100Kb buffer
|
|
if (iter.getCount() == 0)
|
|
iter.finish();
|
|
else
|
|
break;
|
|
tolerance = tolerance + 0.25f;
|
|
LOGGER.debug("NetCDFDataExplorer-> -> tolerance = " + tolerance);
|
|
}
|
|
|
|
if (iter != null) {
|
|
try {
|
|
while (iter.hasNext()) {
|
|
ucar.nc2.ft.PointFeature pf = iter.next();
|
|
LOGGER.debug("NetCDFDataExplorer-> -> EarthLoc: " + pf.getLocation());
|
|
LOGGER.debug("NetCDFDataExplorer-> -> EarthTime: " + pf.getObservationTime());
|
|
StructureData sd = pf.getData();
|
|
List<Member> mems = sd.getMembers();
|
|
for (Member m : mems) {
|
|
String unit = m.getUnitsString();
|
|
if ((unit != null) && (unit.length() > 0)) {
|
|
LOGGER.debug("NetCDFDataExplorer-> -> description: " + m.getDescription());
|
|
LOGGER.debug("NetCDFDataExplorer-> -> data param: " + m.getDataParam());
|
|
LOGGER.debug("NetCDFDataExplorer-> -> name: " + m.getName());
|
|
LOGGER.debug("NetCDFDataExplorer-> -> unit: " + m.getUnitsString());
|
|
LOGGER.debug("NetCDFDataExplorer-> -> type: " + m.getDataType());
|
|
Array arr = sd.getArray(m.getName());
|
|
LOGGER.debug("NetCDFDataExplorer-> -> is Time: " + m.getDataType());
|
|
Double val = takeFirstDouble(arr);
|
|
|
|
LOGGER.debug("NetCDFDataExplorer-> -> extracted value: " + val);
|
|
}
|
|
}
|
|
LOGGER.debug("NetCDFDataExplorer-> -> EarthTime: ");
|
|
}
|
|
} finally {
|
|
iter.finish();
|
|
}
|
|
}
|
|
break;
|
|
}
|
|
return valuesMap;
|
|
}
|
|
|
|
// A GridDatatype is like a specialized Variable that explicitly handles X,Y,Z,T dimensions
|
|
public static boolean isGridDataset(String filename) {
|
|
try {
|
|
LOGGER.debug("Analyzing file " + filename);
|
|
Formatter errlog = new Formatter();
|
|
FeatureDataset fdataset = FeatureDatasetFactoryManager.open(FeatureType.GRID, filename, null, errlog);
|
|
if (fdataset == null) {
|
|
// System.out.printf("GRID Parse failed --> %s\n", errlog);
|
|
LOGGER.debug("NetCDFDataExplorer-> NOT GRID");
|
|
return false;
|
|
} else
|
|
return true;
|
|
} catch (Throwable e) {
|
|
e.printStackTrace();
|
|
return false;
|
|
}
|
|
}
|
|
|
|
// A GridDatatype is like a specialized Variable that explicitly handles X,Y,Z,T dimensions
|
|
public static boolean isPointDataset(String filename) {
|
|
try {
|
|
Formatter errlog = new Formatter();
|
|
FeatureDataset fdataset = FeatureDatasetFactoryManager.open(FeatureType.POINT, filename, null, errlog);
|
|
if (fdataset == null) {
|
|
LOGGER.debug("NetCDFDataExplorer-> NOT POINT");
|
|
return false;
|
|
} else
|
|
return true;
|
|
} catch (Exception e) {
|
|
return false;
|
|
}
|
|
}
|
|
|
|
public static boolean isDataset(String filename) throws Exception {
|
|
boolean isdataset = false;
|
|
try {
|
|
Formatter errlog = new Formatter();
|
|
FeatureType[] fts = FeatureType.values();
|
|
for (int i = 0; i < fts.length; i++) {
|
|
FeatureDataset fdataset = FeatureDatasetFactoryManager.open(fts[i], filename, null, errlog);
|
|
if (fdataset == null) {
|
|
// System.out.printf(fts[i]+": Parse failed --> %s\n",errlog);
|
|
} else {
|
|
LOGGER.debug("NetCDFDataExplorer-> " + fts[i] + " OK!");
|
|
isdataset = true;
|
|
}
|
|
}
|
|
} catch (Exception e) {
|
|
}
|
|
return isdataset;
|
|
}
|
|
|
|
public static double adjX(double x) {
|
|
/*
|
|
* if (x < -180) x = -180; if (x > 180) x = 180;
|
|
*/
|
|
return x;
|
|
}
|
|
|
|
public static double adjY(double y) {
|
|
/*
|
|
* if (y < -90) y = -90; if (y > 90) y = 90;
|
|
*/
|
|
return y;
|
|
}
|
|
|
|
public static double getMinX(GridCoordSystem gcs) {
|
|
CoordinateAxis xAxis = gcs.getXHorizAxis();
|
|
return adjX(xAxis.getMinValue());
|
|
}
|
|
|
|
public static double getMaxX(GridCoordSystem gcs) {
|
|
CoordinateAxis xAxis = gcs.getXHorizAxis();
|
|
return adjX(xAxis.getMaxValue());
|
|
}
|
|
|
|
public static double getMinY(GridCoordSystem gcs) {
|
|
CoordinateAxis yAxis = gcs.getYHorizAxis();
|
|
return adjY(yAxis.getMinValue());
|
|
}
|
|
|
|
public static double getMaxY(GridCoordSystem gcs) {
|
|
CoordinateAxis yAxis = gcs.getYHorizAxis();
|
|
return adjY(yAxis.getMaxValue());
|
|
}
|
|
|
|
public static double getResolution(String layer, String file) throws Exception{
|
|
GridDatatype gdt = getGrid(layer, file);
|
|
|
|
double minY = NetCDFDataExplorer.getMinY(gdt.getCoordinateSystem());
|
|
double maxY = NetCDFDataExplorer.getMaxY(gdt.getCoordinateSystem());
|
|
|
|
GridDatatype gdtsub = gdt.makeSubset(new Range(0, 0), null, null, 1, 1, 1);
|
|
Array data = gdtsub.readVolumeData(0); // note order is t, z, y, x
|
|
int[] shapeD = data.getShape();
|
|
int yD = 0;
|
|
if (shapeD.length > 2)
|
|
yD = shapeD[1];
|
|
else
|
|
yD = shapeD[0];
|
|
|
|
double resolutionY = Math.abs((double) (maxY - minY) / (double) yD);
|
|
resolutionY = MathFunctions.roundDecimal(resolutionY, 4);
|
|
return resolutionY;
|
|
}
|
|
}
|