---
title: "Exploratory Data Analysis - Air Market"
description: "Before analysis, you need to know what is actually in a file: what is missing, what looks wrong, what would quietly break a model. This profiles supported data files on your own machine and flags tho…"
canonical: "https://airmarket.ai/app/exploratory-data-analysis"
---

[Air Market](/) / [Data & Analytics](/category/data) / Exploratory Data Analysis

Skill by [K-Dense](/@k-dense-ai)

# Exploratory Data Analysis

Get to know a data file before you trust it

## What this does

Before analysis, you need to know what is actually in a file: what is missing, what looks wrong, what would quietly break a model. This profiles supported data files on your own machine and flags those things. Formats it does not support stop rather than guessing, so you are not handed a confident answer about a file it could not read.

### Top 3 things it does for you

- Profile a CSV or JSON file locally
- Check what is missing and where leakage could hide
- Look at outliers and how transformations change them

## Information

**Exploratory Data Analysis at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [K-Dense](/@k-dense-ai) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 1.1 |
| Size | 201 KB |
| Licence | MIT |
| Repository | [k-dense-ai/scientific-agent-skills](https://github.com/k-dense-ai/scientific-agent-skills/tree/81e316bc89f7fda176b092d2bceb959204710b0a/skills/exploratory-data-analysis) |
| GitHub stars | 34,239 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Exploratory Data Analysis and flagged nothing. AIR's verdict: **safe**.

**What Exploratory Data Analysis's check was run against**

|  |  |
| --- | --- |
| Commit | 81e316bc89f7fda176b092d2bceb959204710b0a |
| Content hash | 3e8ba4e300b85a2c76ef9f7f55f080924ac33a2aa4a1178b335650351dc3fc39 |
| Files read | [Browse the files at this exact commit](https://github.com/k-dense-ai/scientific-agent-skills/blob/81e316bc89f7fda176b092d2bceb959204710b0a/skills/exploratory-data-analysis/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Exploratory Data Analysis](/security/exploratory-data-analysis)

## About Exploratory Data Analysis

This performs bounded, local exploratory analysis of explicitly supported scientific files. It handles redacted CSV, TSV and JSON profiles, with optional NumPy, HDF5, FASTA/FASTQ and basic image metadata inspection.

It also covers missingness and leakage audits, outlier and transformation sensitivity, and rigorous EDA report scaffolds. Other domain formats are reference-only, and unknown formats fail closed rather than being processed on a guess.

## What's inside

- SKILL.md - instructions
- assets/report_template.md - reference
- references/bioinformatics_genomics_formats.md - reference
- references/chemistry_molecular_formats.md - reference
- references/general_scientific_formats.md - reference
- references/microscopy_imaging_formats.md - reference
- references/proteomics_metabolomics_formats.md - reference
- references/spectroscopy_analytical_formats.md - reference
- scripts/__init__.py - script
- scripts/_capabilities.py - script
- scripts/_common.py - script
- scripts/_structured.py - script
- scripts/_tabular.py - script
- scripts/capability_manifest.py - script
- scripts/distribution_sensitivity.py - script
- scripts/eda_analyzer.py - script
- scripts/image_inspector.py - script
- scripts/missingness_leakage_audit.py - script
- scripts/report_scaffold.py - script
- scripts/sequence_inspector.py - script
- scripts/tabular_profile.py - script

## Questions

### Is Exploratory Data Analysis safe to install?

AIR scanned this exact version of Exploratory Data Analysis and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 81e316bc89f7, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/exploratory-data-analysis.

### How do I install Exploratory Data Analysis?

Open https://airmarket.ai/app/exploratory-data-analysis on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/k-dense-ai/scientific-agent-skills/tree/81e316bc89f7fda176b092d2bceb959204710b0a/skills/exploratory-data-analysis. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by K-Dense](/@k-dense-ai)

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Canonical URL: <https://airmarket.ai/app/exploratory-data-analysis>