io.cdap.directives.transformation.MaskNumber Maven / Gradle / Ivy
/*
* Copyright © 2017-2019 Cask Data, Inc.
*
* Licensed under the Apache License, Version 2.0 (the "License"); you may not
* use this file except in compliance with the License. You may obtain a copy of
* the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
* WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
* License for the specific language governing permissions and limitations under
* the License.
*/
package io.cdap.directives.transformation;
import io.cdap.cdap.api.annotation.Description;
import io.cdap.cdap.api.annotation.Name;
import io.cdap.cdap.api.annotation.Plugin;
import io.cdap.wrangler.api.Arguments;
import io.cdap.wrangler.api.Directive;
import io.cdap.wrangler.api.DirectiveExecutionException;
import io.cdap.wrangler.api.DirectiveParseException;
import io.cdap.wrangler.api.ExecutorContext;
import io.cdap.wrangler.api.Row;
import io.cdap.wrangler.api.annotations.Categories;
import io.cdap.wrangler.api.lineage.Lineage;
import io.cdap.wrangler.api.lineage.Mutation;
import io.cdap.wrangler.api.parser.ColumnName;
import io.cdap.wrangler.api.parser.Text;
import io.cdap.wrangler.api.parser.TokenType;
import io.cdap.wrangler.api.parser.UsageDefinition;
import io.cdap.wrangler.utils.TypeConvertor;
import java.util.List;
/**
* A directive that applies substitution masking on the column.
*
*
* Substitution masking is generally used for masking credit card or SSN numbers.
* This type of masking is fixed masking, where the pattern is applied on the
* fixed length string.
*
*
* - Use of # will include the digit from the position.
* - Use x/X to mask the digit at that position (converted to lowercase x in the result)
* - Any other characters will be inserted as-is.
*
*
*
*
* Executor step = new MaskNumber(lineno, line, "ssn", "XXX-XX-####", 1);
* Executor step = new MaskNumber(lineno, line, "amex", "XXXX-XXXXXX-X####", 1);
*
*
*
*/
@Plugin(type = Directive.TYPE)
@Name(MaskNumber.NAME)
@Categories(categories = { "transform"})
@Description("Masks a column value using the specified masking pattern.")
public class MaskNumber implements Directive, Lineage {
public static final String NAME = "mask-number";
// Specifies types of mask
public static final int MASK_NUMBER = 1;
public static final int MASK_SHUFFLE = 2;
// Masking pattern
private String mask;
// Column on which to apply mask.
private String column;
@Override
public UsageDefinition define() {
UsageDefinition.Builder builder = UsageDefinition.builder(NAME);
builder.define("column", TokenType.COLUMN_NAME);
builder.define("mask", TokenType.TEXT);
return builder.build();
}
@Override
public void initialize(Arguments args) throws DirectiveParseException {
this.column = ((ColumnName) args.value("column")).value();
this.mask = ((Text) args.value("mask")).value();
}
@Override
public void destroy() {
// no-op
}
@Override
public List execute(List rows, ExecutorContext context) throws DirectiveExecutionException {
for (Row row : rows) {
int idx = row.find(column);
if (idx != -1) {
String value = TypeConvertor.toString(row.getValue(idx));
if (value == null) {
continue;
}
row.setValue(idx, maskNumber(value, mask));
} else {
row.add(column, new String(""));
}
}
return rows;
}
@Override
public Mutation lineage() {
return Mutation.builder()
.readable("Masked numbers in the column '%s' using masking pattern '%s'", column, mask)
.relation(column, column)
.build();
}
private String maskNumber(String number, String mask) {
int index = 0;
StringBuilder masked = new StringBuilder();
for (int i = 0; i < mask.length(); i++) {
char c = mask.charAt(i);
if (c == '#') {
// if we have print numbers and the mask index has exceed, we continue further.
if (index > number.length() - 1) {
continue;
}
masked.append(number.charAt(index));
index++;
} else if (c == 'x' || c == 'X') {
masked.append(Character.toLowerCase(c));
index++;
} else {
if (index < number.length()) {
char c1 = number.charAt(index);
if (c1 == c) {
index++;
}
}
masked.append(c);
}
}
return masked.toString();
}
}