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Easy, model based data wrangling.

Project description

wrangle_pypes

Easy, model based data wrangling.

Checked with mypy Code style: black

Origin

This project came about thanks to having implemented this concept in a prior project (dfb_predict) and wanting to reuse it. In said previous project it came about, because we wanted to play around with data-oriented design and figured that if we break up the transformations required during data-wrangling/munging into a simple "AST" where each node represents a single transformation. And to further the idea we to some inspiration from one of the Unix philosophy core tenants, i.e. a single transformation should do one simple thing only, and allow for composition to implement more complex behavior.

Example

from dataclasses import dataclass
import json

from wrangle_pypes import Pipeline
from wrangle_pypes.transformations import Get, Create, Cast

@dataclass
class Point:
    x: int
    y: int


@dataclass
class Square:
    A: Point
    B: Point


pipeline = Pipline({
    Square: {
        "A": Get("A") | Create(Point),
        "A": Get("B") | Create(Point),
    },
    Point: {
        "x": Get("x") | Cast(int),
        "y": Get("y") | Cast(int),
    }
})

data = """
[
    {
        "A": {"x": 0, "y", 0},
        "B": {"x": 1, "y", 1},
    }, {
        "A": {"x": 10, "y", 10},
        "B": {"x": 11, "y", 11},
    }
]
"""

squares = list(pipeline.create_multiple(json.loads(data)))

Project details


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