@Override
public TsIterator get(Long start, Long end) {
TsIterator it = tsdb.streamCache.getRawIterator(group, targetSchema, start, end);
if (it == null || !it.hasNext()) {
return null;
}
NanGapIterator cont = new NanGapIterator(new OverrideIterator(it), start, end);
return cont;
}
public OverrideIterator(TsIterator it) {
super(it, createSchema(it.getSchema()));
}
public static void main(String[] args) {
// final int source_count = Interpolated.STATION_INTERPOLATION_COUNT;
final int source_count = 6;
TsDB tsdb = TsDBFactory.createDefault();
ContinuousGen continuousGen = QueryPlanGenerators.getContinuousGen(tsdb, DataQuality.STEP);
String[] schema = new String[] {"Ta_200"};
String targetPlot = "SEG29";
// String targetPlot = "HEG01";
long start = TimeUtil.ofDateStartHour(2014, 4);
long end = TimeUtil.ofDateEndHour(2014, 6);
long removeStart = TimeUtil.ofDateStartHour(2014, 6);
long removeEnd = TimeUtil.ofDateEndHour(2014, 6);
ArrayList<String> result = new ArrayList<String>();
Station targetStation = tsdb.getStation(targetPlot);
String[] sourcePlots =
targetStation
.nearestStations
.stream()
.limit(source_count)
.map(s -> s.stationID)
.toArray(String[]::new);
Continuous targetNode = continuousGen.get(targetStation.stationID, schema);
Continuous targetNodeIntervalRemoved = IntervalRemove.of(targetNode, removeStart, removeEnd);
Continuous[] sourceNodes =
Arrays.stream(sourcePlots)
.map(s -> continuousGen.get(s, schema))
.toArray(Continuous[]::new);
for (Continuous source : sourceNodes) {
TsIterator it = source.get(start, end);
int count = 0;
while (it.hasNext()) {
TsEntry e = it.next();
if (Float.isFinite(e.data[0])) {
count++;
}
}
result.add(source.getSourceStation().stationID + " " + count);
}
for (String e : result) {
System.out.println(e);
}
Continuous resultNode = Interpolated.of(tsdb, targetNodeIntervalRemoved, sourceNodes, schema);
// double[] maxMSEs = new double[]{};
// Continuous resultNode = new InterpolatedAverageLinear(tsdb, targetNodeIntervalRemoved,
// targetNodeIntervalRemoved, sourceNodes, schema, AggregationInterval.DAY, maxMSEs);
TsIterator it = resultNode.get(start, end);
int count = 0;
while (it.hasNext()) {
TsEntry e = it.next();
if (Float.isFinite(e.data[0])) {
count++;
}
// System.out.println(e);
}
System.out.println("" + count);
String path = "C:/timeseriesdatabase_R/";
targetNode.writeCSV(removeStart, removeEnd, path + targetPlot + "_real.csv");
resultNode.writeCSV(removeStart, removeEnd, path + targetPlot + "_interpolated.csv");
sourceNodes[0].writeCSV(
removeStart, removeEnd, path + sourceNodes[0].getSourceStation().stationID + "_real.csv");
}