Exploratory Rendering ENgine: target-aware tabular EDA and visualization
Project description
Visea — Visual Insights for Tabular EDA
Bu depo, PyPI’ye yüklenebilir “visea” kütüphanesinin kaynak kodunu içerir. Amaç: tabular veri setlerinde hedef odaklı keşif (EDA), otomatik istatistiksel özetler ve görselleştirme ile tek dosya HTML rapor üretimi.
Hızlı Başlangıç
-
Python 3.10+
-
Yerel kurulum:
pip install -e .
-
Kullanım (Python API):
from visea import analyze report = analyze(df, target="y", task="auto") report.to_html("report.html")
-
CLI:
visea report --csv data.csv --target y --out report.html
Önemli Dosyalar
- visea/analyze.py: Ana giriş noktası (
analyze) - visea/report.py: HTML rapor oluşturucu
- visea/stats.py: Özet istatistikler ve testler
- visea/assoc.py: Hedef ilişkileri ve metrikler
- visea/plots.py: Matplotlib/Seaborn grafikler
- visea/typing.py: Tip çıkarım heuristikleri
- visea/cli.py: Komut satırı aracı
Örnek
- examples/quickstart.py — sentetik veri ile örnek rapor üretimi
Project details
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