Using GPT for natural language querying

1

Vega-Lite

## **Follow-up use case - building a query in a query language that the user may not know** This feature is useful when a user needs to query a tool with its own specific query language or with a structure that the user doesn’t know. AWS seems to be running an A/B test of a feature where you can generate a CloudWatch search query based on a natural language input.  **Use case - data visualization** Interesting use case - you allow users to pull report data (by e.g. Querying an ElasticSearch index or a database). This is often combined with visualizing the data. Could we allow the user to also define how they’d like the data presented? Let’s say a manager needs a pie chart for their PowerPoint presentation. Fortunately, there’s a tool called [Vega](https://vega.github.io/vega/) which is a visualization grammar that allows you to define graphs using a JSON schema. It also comes with [Vega-Lite](https://vega.github.io/vega-lite/), which allows us to easily render these charts using JavaScript. There’s also an [interactive playground](https://vega.github.io/editor/#/examples/vega-lite/) that we can use for testing our diagrams. Let’s take [a sample CSV file from Vega-Lite’s demo](https://vega.github.io/editor/data/stocks.csv) that contains the stock prices history of a few tech companies. It will be easy for us to reference it on the playground. The file is a regular CSV that contains a few columns:.

#Productivity #AI #Marketing 25 social mentions

2

Vega Visualization Grammar

## **Follow-up use case - building a query in a query language that the user may not know** This feature is useful when a user needs to query a tool with its own specific query language or with a structure that the user doesn’t know. AWS seems to be running an A/B test of a feature where you can generate a CloudWatch search query based on a natural language input.  **Use case - data visualization** Interesting use case - you allow users to pull report data (by e.g. Querying an ElasticSearch index or a database). This is often combined with visualizing the data. Could we allow the user to also define how they’d like the data presented? Let’s say a manager needs a pie chart for their PowerPoint presentation. Fortunately, there’s a tool called [Vega](https://vega.github.io/vega/) which is a visualization grammar that allows you to define graphs using a JSON schema. It also comes with [Vega-Lite](https://vega.github.io/vega-lite/), which allows us to easily render these charts using JavaScript. There’s also an [interactive playground](https://vega.github.io/editor/#/examples/vega-lite/) that we can use for testing our diagrams. Let’s take [a sample CSV file from Vega-Lite’s demo](https://vega.github.io/editor/data/stocks.csv) that contains the stock prices history of a few tech companies. It will be easy for us to reference it on the playground. The file is a regular CSV that contains a few columns:.

#Data Visualization #Data Dashboard #Javascript UI Libraries 15 social mentions