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collapse_dataset.js
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morpheus.CollapseDataset = function (dataset, collapseToFields,
summarizeFunction, shallowCopy) {
var vectors = [];
for (var i = 0; i < collapseToFields.length; i++) {
var v = dataset.getRowMetadata().getByName(collapseToFields[i]);
if (!v) {
throw collapseToFields[i]
+ ' not found. Available fields are '
+ morpheus.MetadataUtil.getMetadataNames(dataset
.getRowMetadata());
}
vectors.push(v);
}
var idToIndices = morpheus.VectorUtil.createValuesToIndicesMap(vectors);
var collapsedDataset = new morpheus.Dataset({
name: dataset.getName(),
rows: idToIndices.size(),
columns: dataset.getColumnCount(),
dataType: 'Float32'
});
var nseries = dataset.getSeriesCount();
for (var series = 1; series < nseries; series++) {
collapsedDataset.addSeries({
name: dataset.getName(i),
dataType: 'Float32'
});
}
if (shallowCopy) {
collapsedDataset.setColumnMetadata(dataset.getColumnMetadata());
} else {
morpheus.MetadataUtil.copy(dataset.getColumnMetadata(),
collapsedDataset.getColumnMetadata());
}
var nfields = collapseToFields.length;
var collapseToVectors = [];
for (var i = 0; i < nfields; i++) {
collapseToVectors.push(collapsedDataset.getRowMetadata().add(
collapseToFields[i]));
}
var counter = 0;
idToIndices
.forEach(function (rowIndices, key) {
// collapse each column separately
var slice = morpheus.DatasetUtil.slicedView(dataset,
rowIndices, null);
var view = new morpheus.DatasetColumnView(slice);
for (var series = 0; series < nseries; series++) {
view.setSeriesIndex(series);
for (var j = 0, ncols = dataset.getColumnCount(); j < ncols; j++) {
view.setIndex(j);
collapsedDataset.setValue(counter, j,
summarizeFunction(view), series);
}
}
for (var i = 0; i < nfields; i++) {
var collapsedToVector = collapseToVectors[i];
var vector = vectors[i];
collapsedToVector.setValue(counter, vector
.getValue(rowIndices[0]));
}
counter++;
});
if (nfields === 1) {
var newVector = collapseToVectors[0];
vectors[0].getProperties().forEach(function (val, key) {
if (!morpheus.VectorKeys.COPY_IGNORE.has(key)) {
newVector.properties.set(key, val);
}
});
}
return collapsedDataset;
};
morpheus.SelectRow = function (dataset, collapseToFields,
summarizeFunction, shallowCopy) {
var vectors = [];
var nfields = collapseToFields.length;
for (var i = 0; i < nfields; i++) {
var v = dataset.getRowMetadata().getByName(collapseToFields[i]);
if (!v) {
throw collapseToFields[i]
+ ' not found. Available fields are '
+ morpheus.MetadataUtil.getMetadataNames(dataset
.getRowMetadata());
}
vectors.push(v);
}
var idToIndices = morpheus.VectorUtil.createValuesToIndicesMap(vectors);
var collapsedDataset = new morpheus.Dataset({
name: dataset.getName(),
rows: idToIndices.size(),
columns: dataset.getColumnCount(),
dataType: 'Float32'
});
var nseries = dataset.getSeriesCount();
for (var series = 1; series < nseries; series++) {
collapsedDataset.addSeries({
name: dataset.getName(i),
dataType: 'Float32'
});
}
if (shallowCopy) {
collapsedDataset.setColumnMetadata(dataset.getColumnMetadata());
} else {
morpheus.MetadataUtil.copy(dataset.getColumnMetadata(),
collapsedDataset.getColumnMetadata());
}
var names = morpheus.MetadataUtil.getMetadataNames(dataset.getRowMetadata());
var collapseToVectors = [];
var allvectors = [];
for (var i = 0; i < names.length; i++) {
var v = dataset.getRowMetadata().getByName(names[i]);
collapseToVectors.push(collapsedDataset.getRowMetadata().add(names[i]));
allvectors.push(v);
}
var counter = 0;
idToIndices
.forEach(function (rowIndices, key) {
var slice = morpheus.DatasetUtil.slicedView(dataset,
rowIndices, null);
var view = new morpheus.DatasetRowView(slice);
var indexInDataset;
for (var series = 0; series < nseries; series++) {
view.setSeriesIndex(series);
var chosenIndex = summarizeFunction(view).index;
view.setIndex(chosenIndex);
indexInDataset = view.dataset.rowIndices[chosenIndex];
for (var j = 0, ncols = dataset.getColumnCount(); j < ncols; j++) {
collapsedDataset.setValue(counter, j,
view.getValue(j), series);
}
}
for (var i = 0; i < names.length; i++) {
var collapsedToVector = collapseToVectors[i];
var vector = allvectors[i];
collapsedToVector.setValue(counter, vector
.getValue(indexInDataset));
}
counter++;
});
return collapsedDataset;
};