DataProfiler is an AI-powered tool for automatic data analysis and profiling, designed to detect patterns, anomalies, and schema inconsistencies in structured and unstructured datasets. The DataProfiler is a Python library designed to make data analysis, monitoring, and sensitive data detection easy. Loading Data with a single command, the library automatically formats & loads files into a DataFrame. Profiling the Data, the library identifies the schema, statistics, entities (PII / NPI), and more. Data Profiles can then be used in downstream applications or reports.
Features
- Automatically detects schema, types, and distributions in datasets
- Supports structured (CSV, SQL) and unstructured (text, logs) data
- Identifies Personally Identifiable Information (PII)
- Provides statistical summaries and data quality metrics
- Works with large-scale datasets efficiently
- Open-source with Python API integration
Categories
Natural Language Processing (NLP)License
Apache License V2.0Follow DataProfiler
Other Useful Business Software
Build Agents and Models on One Platform
Gemini Enterprise Agent Platform is Google Cloud's comprehensive platform for developers to build, scale, govern, and optimize agents and models. Choose from Google's most advanced models and third-party models like Anthropic's Claude Model Family.
Rate This Project
Login To Rate This Project
User Reviews
Be the first to post a review of DataProfiler!