dataruns 0.1.2a0

A library with Pandas-Like api used for data manipulation and function pipeline execution

Dataruns

A Python library for data extraction, transformation, and pipeline creation.

Installation

pip install dataruns

Quick Start

from dataruns.source import CSVSource
from dataruns.core.pipeline import Pipeline
from dataruns.core.transforms import StandardScaler, FillNA, TransformComposer
import pandas as pd

# Extract data
source = CSVSource(file_path='data.csv')
data = source.extract_data()

# Create preprocessing pipeline
preprocessor = TransformComposer(
    FillNA(method='mean'),
    StandardScaler()
)

# Apply transformations
processed_data = preprocessor.fit_transform(data)

Features

• Extract data from CSV, SQLite, and Excel files
• Build custom data processing pipelines
• Comprehensive data transformations (scaling, missing values, column operations)
• Works with pandas DataFrames and numpy arrays

License

MIT License