dlp/deIdentifyTableWithBucketingConfig.js (86 lines of code) (raw):
// Copyright 2023 Google LLC
//
// 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.
'use strict';
// sample-metadata:
// title: Deidentifying the table using bucketing transformations.
// description: Uses the Data Loss Prevention API to De-identifying the table using bucketing transformations.
// usage: node deIdentifyTableWithBucketingConfig.js my-project
function main(projectId) {
// [START dlp_deidentify_table_primitive_bucketing]
// Imports the Google Cloud client library
const DLP = require('@google-cloud/dlp');
// Instantiates a client
const dlp = new DLP.DlpServiceClient();
// The project ID to run the API call under
// const projectId = 'your-project-id';
// Construct the tabular data
const tablularData = {
headers: [{name: 'AGE'}, {name: 'PATIENT'}, {name: 'HAPPINESS SCORE'}],
rows: [
{
values: [
{stringValue: '101'},
{stringValue: 'Charles Dickens'},
{integerValue: 95},
],
},
{
values: [
{stringValue: '22'},
{stringValue: 'Jane Austen'},
{integerValue: 21},
],
},
{
values: [
{stringValue: '55'},
{stringValue: 'Mark Twain'},
{integerValue: 75},
],
},
],
};
async function deIdentifyTableBucketing() {
// Construct bucket confiugrations
const buckets = [
{
min: {integerValue: 0},
max: {integerValue: 25},
replacementValue: {stringValue: 'Low'},
},
{
min: {integerValue: 25},
max: {integerValue: 75},
replacementValue: {stringValue: 'Medium'},
},
{
min: {integerValue: 75},
max: {integerValue: 100},
replacementValue: {stringValue: 'High'},
},
];
const bucketingConfig = {
buckets: buckets,
};
// The list of fields to be transformed.
const fieldIds = [{name: 'HAPPINESS SCORE'}];
// Associate fields with bucketing configuration.
const fieldTransformations = [
{
primitiveTransformation: {bucketingConfig: bucketingConfig},
fields: fieldIds,
},
];
// Specify de-identify configuration using transformation object.
const deidentifyConfig = {
recordTransformations: {
fieldTransformations: fieldTransformations,
},
};
// Combine configurations into a request for the service.
const request = {
parent: `projects/${projectId}/locations/global`,
deidentifyConfig: deidentifyConfig,
item: {
table: tablularData,
},
};
// Send the request and receive response from the service.
const [response] = await dlp.deidentifyContent(request);
// Print the results.
console.log(
`Table after de-identification: ${JSON.stringify(
response.item.table,
null,
2
)}`
);
}
deIdentifyTableBucketing();
// [END dlp_deidentify_table_primitive_bucketing]
}
process.on('unhandledRejection', err => {
console.error(err.message);
process.exitCode = 1;
});
main(...process.argv.slice(2));