Getting Started
Installation and the two public ways to enter the lochan-eda workflow.
Installation
pip install lochan-edaAutomated workflow
AutomatedEDA provides the high-level interface for the common tabular preprocessing workflow.
import pandas as pd
from lochan_eda import AutomatedEDA
df = pd.read_csv("data.csv")
eda = AutomatedEDA()
X_train, X_test, y_train, y_test = eda.prepare(
df,
target="target"
)See AutomatedEDA →Component-level analysis
Use Profiler when you want explicit dataset inspection.
from lochan_eda import Profiler
profile = Profiler(df)
profile.overview()
profile.numerical
profile.categoricalPRINCIPLE
Understand the behaviour of the data before choosing how to preprocess it.