analysis-tools 0.0.4

Analysis tools for machine learning projects

Analysis tools for Machine learning projects

1. Install

$ pip install analysis-tools

2. Tutorial

from analysis_tools.common import *
from analysis_tools.eda import *
from sklearn.datasets import fetch_openml


data   = fetch_openml('titanic', version=1, as_frame=True, data_home='.')
target = 'survived'

num_features       = ['age', 'sibsp', 'parch', 'fare']
cat_features       = data.columns.drop(num_features)
data[num_features] = data[num_features].astype(np.float32)
data[cat_features] = data[cat_features].astype('category')

plot_missing_value(data)
plot_features(data, n_cols=3)
plot_corr(data)
plot_features_target(data, target)

자세한 내용은 examples/1_titanic/main.ipynb를 참고