A newer version of the Gradio SDK is available: 6.20.0
title: Data Science & ML Data Validation and Enrichment API
emoji: 🤖
colorFrom: blue
colorTo: indigo
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: false
license: mit
Data Science & ML Data Validation and Enrichment API
Stop wasting 80% of your project time cleaning messy data. Our API instantly validates and enriches your data science and ML datasets, letting you focus on building models, not fixing data.
This API automates the tedious data validation process, catching missing values, duplicates, outliers, and schema mismatches before they break your models. It then enriches your data with external context like demographics or weather, giving you richer features for better predictions. Unlike generic tools, it's purpose-built for data science workflows, easy to integrate, and costs a fraction of enterprise solutions.
What's Included
- Automated data validation: missing values, duplicates, outliers, and schema checks
- Enrichment with external data sources (e.g., demographics, weather, economics)
- Real-time REST API with simple endpoints for CSV and JSON datasets
- Customizable validation rules to match your specific domain requirements
- Batch processing support for large datasets with asynchronous callbacks
Who Is This For
- Data scientists tired of manual data cleaning before every ML project
- ML engineers building production pipelines that need reliable data quality checks
- Data analysts who need enriched datasets for deeper insights
- Startup CTOs seeking an affordable, low-code solution for data preparation
How It Works
Sign up for an API key, then send your dataset as CSV or JSON via REST endpoint. The API instantly returns a validation report highlighting issues and a enriched version of your data with appended external fields. No complex installation or libraries required—just a simple HTTP call.
Frequently Asked Questions
What data formats does the API accept? We accept CSV, JSON, and Parquet files. For large datasets, we also support streaming uploads via multipart form.
Is the enrichment data up-to-date? Yes, we pull from live sources updated daily, including weather stations, economic indicators, and demographic databases.
Can I define my own validation rules? Absolutely. You can set custom thresholds for outliers, allowed ranges, required columns, and more via configuration in the API request body.
Is there a free tier or trial? We offer a free tier with 1,000 API calls per month to test the service. After that, the paid plan at $42.23 gives you 50,000 calls.
How do I handle batch processing for huge datasets? Submit a batch job via our async endpoint; we'll process it and notify you via webhook or retrieve the results from a callback URL you provide.
What You Get
- Instant digital download
- Complete REST API with full documentation
- Free updates for life — pay once, own forever
- Setup guide and usage instructions
Get your API access now and clean your data in minutes—stop wrestling with messy datasets today.
Get the Full Version
- Demo: Free on Hugging Face Spaces
- Buy on Gumroad — Instant download
- Buy Now — Secure checkout
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