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Auto Dataset Analysis & HTML Reports

Simply input any tabular dataset, and you'll receive a detailed and elegantly formatted profiling report in return—no coding skills necessary. This user-friendly process allows you to effortlessly explore the dataset's characteristics and insights, making data analysis accessible to everyone.

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from $10.00 / 1,000 results

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Jamshaid Arif

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8 days ago

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📊 Automated dataset analysis and HTML report generation

Automated dataset analysis and HTML report generation, inspired by ydata-profiling but built natively for the Apify platform.

Feed it any tabular dataset and get back a comprehensive, beautifully styled profiling report — no code required.

What It Does

Feature	Details
Overview	Row/column counts, memory usage, missing-cell %, duplicate rows
Per-Column Stats	Mean, median, std, quartiles, skewness, kurtosis (numeric); top values, avg string length (categorical); min/max/range (datetime)
Histograms	Auto-binned SVG charts for every numeric column
Correlations	Full heatmap + auto-alerts for highly correlated pairs
Data Quality Alerts	Flags high-missing columns and high-correlation pairs
Sample Preview	First & last 5 rows rendered in the report

Data Sources

Source	Input Field
CSV URL	`sourceUrl` — any publicly accessible `.csv` link
JSON URL	`sourceUrl` — any publicly accessible `.json` link
Raw JSON	`rawJson` — paste a JSON array of objects directly
Apify Dataset	`apifyDatasetId` — ID of an existing Apify dataset

Input Example

{
    "dataSource": "csvUrl",
    "sourceUrl": "https://people.sc.fsu.edu/~jburkardt/data/csv/airtravel.csv",
    "reportTitle": "Air Travel Dataset Profile",
    "sampleRows": 0,
    "correlationThreshold": 0.8,
    "missingThreshold": 10
}

Output

1. HTML Report

Saved to the Key-Value Store as profiling_report.html. Open it directly in your browser from the actor run's Storage tab.

2. Structured Summary

Pushed to the Dataset output for programmatic access — includes overview stats, column profiles, and all alerts as JSON.

Configuration Reference

Parameter	Type	Default	Description
`dataSource`	enum	`csvUrl`	One of: `csvUrl`, `jsonUrl`, `rawJson`, `apifyDatasetId`
`sourceUrl`	string	—	URL to CSV or JSON file
`rawJson`	string	—	Raw JSON array of objects
`apifyDatasetId`	string	—	Existing Apify dataset ID
`reportTitle`	string	`Data Profiling Report`	Title in the HTML report header
`sampleRows`	integer	`0`	Max rows to analyze (0 = all)
`correlationThreshold`	number	`0.8`	Alert when
`missingThreshold`	number	`10`	Alert when missing % exceeds this

License

ISC

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