Canonical: https://botbento.com/usecases/analyze-tabular-datasets-and-generate-charts/
Format: Markdown representation of the public HTML page.

[Home](/) / [Use cases](/usecases/) / [Coding](/usecases/?category=coding)

Coding · Intermediate

# Analyze tabular datasets and generate charts

Execute sandboxed code to inspect structured data, compute metrics, and generate charts.

[Use with BotBento ](https://app.botbento.com/?ref=usecases&utm_source=botbento.com&utm_medium=usecases&utm_campaign=analyze-tabular-datasets-and-generate-charts)Copy promptShare[Markdown](/text/usecases/analyze-tabular-datasets-and-generate-charts/index.md)

Opens BotBento. Paste the prompt into a bot; nothing is preconfigured.

- When you askUser shares dataset and inquiry
- ThenRun analysis code in sandbox
- ResultDisplay statistics and plot outputs

Examine uploaded data files and written prompts to write and run custom analysis scripts. The bot processes structured records, calculates summary metrics, generates relevant visual plots, and explains key patterns found in the dataset.

## Prompt to start with

BotBentoRecommended

```
Read user-provided datasets and analysis requests. Write and run code inside the sandbox terminal to clean values, calculate summary statistics, and render charts. Present key observations alongside any generated plots. Always ask for user confirmation before deleting files or saving modifications back to source storage.
```

Copy

## Tools it uses

ChatSpreadsheetTerminal

## Works with

BotBento

## Tags

- data-analysis
- python
- charts
- scripting

## Source

[codeinterpreter-api: 👾 Open source implementation of the ChatGPT Code Interpreter](https://github.com/shroominic/codeinterpreter-api)
GitHub · checked 2026-10-16

Summarized in our own words. Any results described there are the authors’ own, not measured by BotBento.

By BotBento Editorial · Added 2026-10-16 · Updated 2026-10-16 · [Suggest a correction](/contact/)

## Related use cases

-

Codingintermediate

## [Compile semantic chart specs from data](/usecases/compile-semantic-chart-specs-from-data/)

Turn raw datasets and visual requirements into styled chart configurations

ChatSpreadsheetTerminal
-

Codingintermediate

## [Assembling and validating automation workflows](/usecases/assembling-and-validating-automation-workflows/)

Architect nodes, write transformation scripts, and debug validation errors

TerminalChatDocs
-

Codingintermediate

## [Automated code refinement from runtime errors](/usecases/automated-code-refinement-from-runtime-errors/)

Analyze runtime tracebacks, generate candidate patches, and refine failing code snippets iteratively

TerminalGitHubChat
