Use IBM Watson with Google Sheets for Automated Data Categorization
- Leverage IBM Watson's Natural Language Classifier service to categorize bulk text data imported into Google Sheets automatically.
- Prepare a Google Sheet with a dataset that requires category classification, such as customer support tickets or product reviews.
- Develop a Google Apps Script to interface with the IBM Watson API. This script will process each entry in the sheet, send data to Watson for classification, and retrieve results in real-time.
- Configure the script to input categorized results in specific columns next to the original text data, enabling a clear, structured overview of classified data.
- Set the script to trigger automatically whenever new data is added, thereby streamlining the data categorization process without manual initiation.
function categorizeData() {
const sheet = SpreadsheetApp.getActiveSpreadsheet().getActiveSheet();
const data = sheet.getDataRange().getValues();
const watsonUrl = 'https://api.us-south.natural-language-classifier.watson.cloud.ibm.com/instances/your-instance-id/v1/classify?version=2019-07-12';
// Iterate over each row starting from the second to skip headers
for (let i = 1; i < data.length; i++) {
const text = data[i][0]; // Adjust index [0] for column containing text
const options = {
method: 'post',
headers: {
Authorization: 'Basic ' + Utilities.base64Encode('apikey:your_api_key'),
'Content-Type': 'application/json'
},
payload: JSON.stringify({
text: text,
classifier_id: 'your-classifier-id'
})
};
const response = UrlFetchApp.fetch(watsonUrl, options);
const result = JSON.parse(response.getContentText());
// Record the primary class category in the second column
sheet.getRange(i + 1, 2).setValue(result.classes[0].class_name);
}
}
- Enable enhanced data management by automatically classifying textual data, thus reducing manual sorting efforts and accelerating decision-making processes.
- Utilize categorized information to tailor business strategies, improve customer experiences, and optimize resource allocation based on identified trends.