fifids 0.1.1

data science for swiss cheese brains

Fifi

data science for swiss cheese brains

Fifi is a pypi package for quick eda and modelling made specifically for use with Jupyter Notebooks. Use ?? as much as possible to see the code and adapt it for your needs. The package will guide you through the usual EDA process.

The package is meant be a source of cool plots or workflows and be able to use them within Jupyter without having to look at documentation every time.

Installation

pip install fifids

Usage

from fifids import Fifi
import pandas as pd
import polars as pl

df = pd.read_csv("data.csv")
# OR POLARS
df = pl.read_csv("data.csv")
# Note from author: eventually, right now it breaks with polars, but I'm working on it

# Specify the target column and if the data is time series or not
# Time series enables a branch with more plots and a different train/test split
fifi = Fifi(df, target="target_column", time_series=True)

fifi.describe()
# OR
fifi.plots()
# OR
fifi.outliers()
# OR
fifi.pipeline()

Once you call a function, it will usually print something to guide you through the process. You can also use the ?? to see the code.