Adult Census Dataset VisualizationΒΆ

  • Target distribution
  • Continuous features pairplot
  • Discriminating PCA directions, 0.579, Scree plot (PCA explained variance)
  • Linear Discriminant
  • Categorical Features vs Target, relationship, marital-status, education-num, education, occupation, hours-per-week, gender, workclass, native-country, race
Target looks like classification
Linear Discriminant Analysis training set score: 0.530

# sphinx_gallery_thumbnail_number = 2
from dabl import plot
from dabl.datasets import load_adult
import matplotlib.pyplot as plt

# load the adult census dataset
# returns a plain dataframe
data = load_adult()
plot(data, target_col='income', scatter_alpha=.1)
plt.show()

Total running time of the script: ( 0 minutes 3.552 seconds)

Gallery generated by Sphinx-Gallery