ethnidata 4.2.0

Name Analysis & Prediction Engine

EthniData: STATE-OF-THE-ART NAME ANALYSIS

EthniData v4.2.0 is the most advanced name analysis engine available.

Installation

pip install ethnidata

🔥 NEW in v4.2: Hugging Face Integration

Load massive datasets directly from the Hugging Face Hub for training and validation.

import ethnidata as ed

# Load any dataset from HF Hub converted to pandas instantly
df = ed.HuggingFaceIntegration.load_dataset("teyfikoz/ethnidata-v3")

Features

• Explainability: Understand WHY a prediction was made.
• Ambiguity Scoring: Uncertainty quantification using Shannon entropy.
• Morphology Detection: Pattern recognition for 9 cultural groups.
• 5.9M+ Records: Massive data coverage.

Example Usage

from ethnidata import EthniData

ed_engine = EthniData()
result = ed_engine.predict_nationality("Ahmet", explain=True)
print(result['explanation'])

License

MIT