com.google.refine.operations.cell.KeyValueColumnizeOperation Maven / Gradle / Ivy
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OpenRefine is a free, open source power tool for working with messy data and improving it
/*
Copyright 2011, Google Inc.
All rights reserved.
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are
met:
* Redistributions of source code must retain the above copyright
notice, this list of conditions and the following disclaimer.
* Redistributions in binary form must reproduce the above
copyright notice, this list of conditions and the following disclaimer
in the documentation and/or other materials provided with the
distribution.
* Neither the name of Google Inc. nor the names of its
contributors may be used to endorse or promote products derived from
this software without specific prior written permission.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*/
package com.google.refine.operations.cell;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.Map;
import com.fasterxml.jackson.annotation.JsonCreator;
import com.fasterxml.jackson.annotation.JsonProperty;
import com.google.refine.expr.ExpressionUtils;
import com.google.refine.history.HistoryEntry;
import com.google.refine.model.AbstractOperation;
import com.google.refine.model.Cell;
import com.google.refine.model.Column;
import com.google.refine.model.Project;
import com.google.refine.model.Row;
import com.google.refine.model.changes.MassRowColumnChange;
import com.google.refine.operations.OperationDescription;
public class KeyValueColumnizeOperation extends AbstractOperation {
final protected String _keyColumnName;
final protected String _valueColumnName;
final protected String _noteColumnName;
@JsonCreator
public KeyValueColumnizeOperation(
@JsonProperty("keyColumnName") String keyColumnName,
@JsonProperty("valueColumnName") String valueColumnName,
@JsonProperty("noteColumnName") String noteColumnName) {
_keyColumnName = keyColumnName;
_valueColumnName = valueColumnName;
_noteColumnName = noteColumnName;
}
@JsonProperty("keyColumnName")
public String getKeyColumnName() {
return _keyColumnName;
}
@JsonProperty("valueColumnName")
public String getValueColumnName() {
return _valueColumnName;
}
@JsonProperty("noteColumnName")
public String getNoteColumnName() {
return _noteColumnName;
}
@Override
protected String getBriefDescription(Project project) {
return _noteColumnName == null ? OperationDescription.cell_key_value_columnize_brief(_keyColumnName, _valueColumnName)
: OperationDescription.cell_key_value_columnize_note_column_brief(_keyColumnName, _valueColumnName, _noteColumnName);
}
@Override
protected HistoryEntry createHistoryEntry(Project project, long historyEntryID) throws Exception {
int keyColumnIndex = project.columnModel.getColumnIndexByName(_keyColumnName);
int valueColumnIndex = project.columnModel.getColumnIndexByName(_valueColumnName);
int noteColumnIndex = _noteColumnName == null ? -1 : project.columnModel.getColumnIndexByName(_noteColumnName);
Column keyColumn = project.columnModel.getColumnByName(_keyColumnName);
Column valueColumn = project.columnModel.getColumnByName(_valueColumnName);
Column noteColumn = _noteColumnName == null ? null : project.columnModel.getColumnByName(_noteColumnName);
List unchangedColumns = new ArrayList();
List oldColumns = project.columnModel.columns;
for (int i = 0; i < oldColumns.size(); i++) {
if (i != keyColumnIndex &&
i != valueColumnIndex &&
i != noteColumnIndex) {
unchangedColumns.add(oldColumns.get(i));
}
}
List newColumns = new ArrayList();
List newNoteColumns = new ArrayList();
Map keyValueToColumn = new HashMap();
Map keyValueToNoteColumn = new HashMap();
Map groupByCellValuesToRow = new HashMap();
List newRows = new ArrayList();
List oldRows = project.rows;
Row reusableRow = null;
List currentRows = new ArrayList();
String recordKey = null; // key which indicates the start of a record
if (unchangedColumns.isEmpty()) {
reusableRow = new Row(1);
newRows.add(reusableRow);
currentRows.clear();
currentRows.add(reusableRow);
}
for (int r = 0; r < oldRows.size(); r++) {
Row oldRow = oldRows.get(r);
Object key = oldRow.getCellValue(keyColumn.getCellIndex());
if (!ExpressionUtils.isNonBlankData(key)) {
if (unchangedColumns.isEmpty()) {
// For degenerate 2 column case (plus optional note column),
// start a new row when we hit a blank line
reusableRow = new Row(newColumns.size());
newRows.add(reusableRow);
currentRows.clear();
currentRows.add(reusableRow);
} else {
// Copy rows with no key
newRows.add(buildNewRow(unchangedColumns, oldRow, unchangedColumns.size()));
}
continue;
}
String keyString = key.toString();
// Start a new row on our beginning of record key
// TODO: Add support for processing in record mode instead of just by rows
if (keyString.equals(recordKey) || recordKey == null) {
reusableRow = new Row(newColumns.size());
newRows.add(reusableRow);
currentRows.clear();
currentRows.add(reusableRow);
}
Column newColumn = keyValueToColumn.get(keyString);
if (newColumn == null) {
// Allocate new column
newColumn = new Column(
project.columnModel.allocateNewCellIndex(),
project.columnModel.getUnduplicatedColumnName(keyString));
keyValueToColumn.put(keyString, newColumn);
newColumns.add(newColumn);
// We assume first key encountered is the beginning of record key
// TODO: make customizable?
if (recordKey == null) {
recordKey = keyString;
}
}
/*
* NOTE: If we have additional columns, we currently merge all rows that have identical values in those
* columns and then add our new columns.
*/
if (unchangedColumns.size() > 0) {
StringBuffer sb = new StringBuffer();
for (int c = 0; c < unchangedColumns.size(); c++) {
Column unchangedColumn = unchangedColumns.get(c);
Object cellValue = oldRow.getCellValue(unchangedColumn.getCellIndex());
if (c > 0) {
sb.append('\0');
}
if (cellValue != null) {
sb.append(cellValue.toString());
}
}
String unchangedCellValues = sb.toString();
reusableRow = groupByCellValuesToRow.get(unchangedCellValues);
if (reusableRow == null ||
reusableRow.getCellValue(valueColumn.getCellIndex()) != null) {
reusableRow = buildNewRow(unchangedColumns, oldRow, newColumn.getCellIndex() + 1);
groupByCellValuesToRow.put(unchangedCellValues, reusableRow);
newRows.add(reusableRow);
}
}
Cell cell = oldRow.getCell(valueColumn.getCellIndex());
if (unchangedColumns.size() == 0) {
int index = newColumn.getCellIndex();
Row row = getAvailableRow(currentRows, newRows, index);
row.setCell(index, cell);
} else {
// TODO: support repeating keys in this mode too
reusableRow.setCell(newColumn.getCellIndex(), cell);
}
if (noteColumn != null) {
Object noteValue = oldRow.getCellValue(noteColumn.getCellIndex());
if (ExpressionUtils.isNonBlankData(noteValue)) {
Column newNoteColumn = keyValueToNoteColumn.get(keyString);
if (newNoteColumn == null) {
// Allocate new column
newNoteColumn = new Column(
project.columnModel.allocateNewCellIndex(),
project.columnModel.getUnduplicatedColumnName(
noteColumn.getName() + " : " + keyString));
keyValueToNoteColumn.put(keyString, newNoteColumn);
newNoteColumns.add(newNoteColumn);
}
int newNoteCellIndex = newNoteColumn.getCellIndex();
Object existingNewNoteValue = reusableRow.getCellValue(newNoteCellIndex);
if (ExpressionUtils.isNonBlankData(existingNewNoteValue)) {
Cell concatenatedNoteCell = new Cell(
existingNewNoteValue.toString() + ";" + noteValue.toString(), null);
reusableRow.setCell(newNoteCellIndex, concatenatedNoteCell);
} else {
reusableRow.setCell(newNoteCellIndex, oldRow.getCell(noteColumn.getCellIndex()));
}
}
}
}
List allColumns = new ArrayList(unchangedColumns);
allColumns.addAll(newColumns);
allColumns.addAll(newNoteColumns);
// clean up the empty rows
for (int i = newRows.size() - 1; i >= 0; i--) {
if (newRows.get(i).isEmpty())
newRows.remove(i);
}
return new HistoryEntry(
historyEntryID,
project,
getBriefDescription(null),
this,
new MassRowColumnChange(allColumns, newRows));
}
private Row getAvailableRow(List currentRows, List newRows, int index) {
for (Row row : currentRows) {
if (row.getCell(index) == null) {
return row;
}
}
// If we couldn't find a row with an empty spot, we'll need a new row
Row row = new Row(index);
newRows.add(row);
currentRows.add(row);
return row;
}
private Row buildNewRow(List unchangedColumns, Row oldRow, int size) {
Row reusableRow = new Row(size);
for (int c = 0; c < unchangedColumns.size(); c++) {
Column unchangedColumn = unchangedColumns.get(c);
int cellIndex = unchangedColumn.getCellIndex();
reusableRow.setCell(cellIndex, oldRow.getCell(cellIndex));
}
return reusableRow;
}
}