/**
* Copyright (C) 2001-2017 by RapidMiner and the contributors
*
* Complete list of developers available at our web site:
*
* http://rapidminer.com
*
* This program is free software: you can redistribute it and/or modify it under the terms of the
* GNU Affero General Public License as published by the Free Software Foundation, either version 3
* of the License, or (at your option) any later version.
*
* This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without
* even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
* Affero General Public License for more details.
*
* You should have received a copy of the GNU Affero General Public License along with this program.
* If not, see http://www.gnu.org/licenses/.
*/
package com.rapidminer.datatable;
import java.io.Serializable;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.HashSet;
import java.util.Iterator;
import java.util.List;
import java.util.Map;
import java.util.Random;
import java.util.Set;
import com.rapidminer.tools.Tools;
/**
* A simple data table implementation which stores the data itself.
*
* @author Ingo Mierswa, Simon Fischer
*/
public class SimpleDataTable extends AbstractDataTable implements Serializable {
private static final long serialVersionUID = 4459570725439894361L;
private List<DataTableRow> data = new ArrayList<>();
private String[] columns;
private double[] weights;
private boolean[] specialColumns;
private Map<Integer, Map<Integer, String>> index2StringMap = new HashMap<>();
private Map<Integer, Map<String, Integer>> string2IndexMap = new HashMap<>();
private int[] currentIndices;
public SimpleDataTable(String name, String[] columns) {
this(name, columns, null);
}
public SimpleDataTable(String name, String[] columns, double[] weights) {
super(name);
this.columns = columns;
this.weights = weights;
this.specialColumns = new boolean[columns.length];
for (int i = 0; i < this.specialColumns.length; i++) {
this.specialColumns[i] = false;
}
this.currentIndices = new int[columns.length];
for (int i = 0; i < currentIndices.length; i++) {
currentIndices[i] = 0;
}
}
private SimpleDataTable(SimpleDataTable simpleDataTable) {
super(simpleDataTable.getName());
this.columns = null;
if (simpleDataTable.columns != null) {
this.columns = new String[simpleDataTable.columns.length];
for (int i = 0; i < simpleDataTable.columns.length; i++) {
this.columns[i] = simpleDataTable.columns[i];
}
}
this.weights = null;
if (simpleDataTable.weights != null) {
this.weights = new double[simpleDataTable.weights.length];
for (int i = 0; i < simpleDataTable.weights.length; i++) {
this.weights[i] = simpleDataTable.weights[i];
}
}
this.specialColumns = null;
if (simpleDataTable.specialColumns != null) {
this.specialColumns = new boolean[simpleDataTable.specialColumns.length];
for (int i = 0; i < simpleDataTable.specialColumns.length; i++) {
this.specialColumns[i] = simpleDataTable.specialColumns[i];
}
}
this.currentIndices = new int[simpleDataTable.currentIndices.length];
for (int i = 0; i < this.currentIndices.length; i++) {
this.currentIndices[i] = simpleDataTable.currentIndices[i];
}
this.index2StringMap = new HashMap<>();
for (Map.Entry<Integer, Map<Integer, String>> entry : simpleDataTable.index2StringMap.entrySet()) {
Integer key = entry.getKey();
Map<Integer, String> indexMap = entry.getValue();
Map<Integer, String> newIndexMap = new HashMap<>();
for (Map.Entry<Integer, String> innerEntry : indexMap.entrySet()) {
newIndexMap.put(innerEntry.getKey(), innerEntry.getValue());
}
this.index2StringMap.put(key, newIndexMap);
}
this.string2IndexMap = new HashMap<>();
for (Map.Entry<Integer, Map<String, Integer>> entry : simpleDataTable.string2IndexMap.entrySet()) {
Integer key = entry.getKey();
Map<String, Integer> indexMap = entry.getValue();
Map<String, Integer> newIndexMap = new HashMap<>();
for (Map.Entry<String, Integer> innerEntry : indexMap.entrySet()) {
newIndexMap.put(innerEntry.getKey(), innerEntry.getValue());
}
this.string2IndexMap.put(key, newIndexMap);
}
}
@Override
public int getNumberOfSpecialColumns() {
int counter = 0;
for (boolean b : specialColumns) {
if (b) {
counter++;
}
}
return counter;
}
@Override
public boolean isSpecial(int index) {
return specialColumns[index];
}
public void setSpecial(int index, boolean special) {
this.specialColumns[index] = special;
}
@Override
public boolean isNominal(int column) {
return index2StringMap.get(column) != null;
}
@Override
public boolean isDate(int index) {
return false;
}
@Override
public boolean isTime(int index) {
return false;
}
@Override
public boolean isDateTime(int index) {
return false;
}
@Override
public boolean isNumerical(int index) {
return !isNominal(index);
}
@Override
public String mapIndex(int column, int index) {
Map<Integer, String> columnIndexMap = index2StringMap.get(column);
return columnIndexMap.get(index);
}
@Override
public int mapString(int column, String value) {
Map<String, Integer> columnValueMap = string2IndexMap.get(column);
if (columnValueMap == null) {
columnValueMap = new HashMap<>();
columnValueMap.put(value, currentIndices[column]);
string2IndexMap.put(column, columnValueMap);
Map<Integer, String> columnIndexMap = new HashMap<>();
columnIndexMap.put(currentIndices[column], value);
index2StringMap.put(column, columnIndexMap);
int returnValue = currentIndices[column];
currentIndices[column]++;
return returnValue;
} else {
Integer result = columnValueMap.get(value);
if (result != null) {
return result.intValue();
} else {
int newIndex = currentIndices[column];
columnValueMap.put(value, newIndex);
Map<Integer, String> columnIndexMap = index2StringMap.get(column);
columnIndexMap.put(newIndex, value);
currentIndices[column]++;
return newIndex;
}
}
}
@Override
public int getNumberOfValues(int column) {
return index2StringMap.get(column).size();
}
public void cleanMappingTables() {
Map<Integer, Set<String>> allValues = new HashMap<>();
for (Map.Entry<Integer, Map<String, Integer>> entry : this.string2IndexMap.entrySet()) {
Integer key = entry.getKey();
Set<String> columnValues = new HashSet<>();
for (String current : entry.getValue().keySet()) {
columnValues.add(current);
}
allValues.put(key, columnValues);
}
for (DataTableRow row : this) {
for (int i = 0; i < getNumberOfColumns(); i++) {
if (isNominal(i)) {
String currentValue = getValueAsString(row, i);
allValues.get(i).remove(currentValue);
}
}
}
for (int i = 0; i < getNumberOfColumns(); i++) {
Set<String> toDelete = allValues.get(i);
if (toDelete != null) {
Map<String, Integer> string2Index = this.string2IndexMap.get(i);
Map<Integer, String> index2String = this.index2StringMap.get(i);
for (String current : toDelete) {
int oldIndex = string2Index.get(current);
index2String.remove(oldIndex);
string2Index.remove(current);
}
}
}
}
@Override
public boolean isSupportingColumnWeights() {
return weights != null;
}
@Override
public double getColumnWeight(int column) {
if (weights == null) {
return Double.NaN;
} else {
return weights[column];
}
}
@Override
public String getColumnName(int i) {
return columns[i];
}
@Override
public int getColumnIndex(String name) {
for (int i = 0; i < columns.length; i++) {
if (columns[i].equals(name)) {
return i;
}
}
return -1;
}
@Override
public int getNumberOfColumns() {
return columns.length;
}
@Override
public String[] getColumnNames() {
return columns;
}
@Override
public synchronized void add(DataTableRow row) {
synchronized (data) {
data.add(row);
fireEvent();
}
}
public synchronized void remove(DataTableRow row) {
synchronized (data) {
data.remove(row);
fireEvent();
}
}
@Override
public DataTableRow getRow(int index) {
return data.get(index);
}
@Override
public synchronized Iterator<DataTableRow> iterator() {
Iterator<DataTableRow> i = null;
synchronized (data) {
i = data.iterator();
}
return i;
}
@Override
public int getNumberOfRows() {
int result = 0;
synchronized (data) {
result = data.size();
}
return result;
}
public void clear() {
data.clear();
fireEvent();
}
@Override
public synchronized DataTable sample(int newSize) {
if (getNumberOfRows() <= newSize) {
return this;
} else {
SimpleDataTable result = new SimpleDataTable(this);
// must be a usual random since otherwise plotting would change the rest of
// the process during a breakpoint result viewing
Random random = new Random();
List<Integer> indices = new ArrayList<>(getNumberOfRows());
for (int i = 0; i < getNumberOfRows(); i++) {
indices.add(i);
}
while (result.getNumberOfRows() < newSize) {
int index = random.nextInt(indices.size());
result.add(data.get(indices.remove(index)));
}
return result;
}
}
/** Dumps the complete table into a string (complete data!). */
@Override
public String toString() {
StringBuffer result = new StringBuffer();
for (DataTableRow row : this) {
for (int i = 0; i < getNumberOfColumns(); i++) {
if (i != 0) {
result.append(", ");
}
result.append(row.getValue(i));
}
result.append(Tools.getLineSeparator());
}
return result.toString();
}
}