census: Census Income

In ale: Interpretable Machine Learning and Statistical Inference with Accumulated Local Effects (ALE)

Census Income

Description

Census data that indicates, among other details, if the respondent's income exceeds $50,000 per year. Also known as "Adult" dataset.

Usage

census

Format

A tibble with 32,561 rows and 15 columns:

higher_income

TRUE if income > $50,000

age

continuous

workclass

Private, Self-emp-not-inc, Self-emp-inc, Federal-gov, Local-gov, State-gov, Without-pay, Never-worked

fnlwgt

continuous. "A proxy for the demographic background of the people: 'People with similar demographic characteristics should have similar weights'" For more details, see https://www.openml.org/search?type=data&id=1590.

education

Bachelors, Some-college, 11th, HS-grad, Prof-school, Assoc-acdm, Assoc-voc, 9th, 7th-8th, 12th, Masters, 1st-4th, 10th, Doctorate, 5th-6th, Preschool

education_num

continuous

marital_status

Married-civ-spouse, Divorced, Never-married, Separated, Widowed, Married-spouse-absent, Married-AF-spouse

occupation

Tech-support, Craft-repair, Other-service, Sales, Exec-managerial, Prof-specialty, Handlers-cleaners, Machine-op-inspct, Adm-clerical, Farming-fishing, Transport-moving, Priv-house-serv, Protective-serv, Armed-Forces

relationship

Wife, Own-child, Husband, Not-in-family, Other-relative, Unmarried

race

White, Asian-Pac-Islander, Amer-Indian-Eskimo, Other, Black

sex

Female, Male

capital_gain

continuous

capital_loss

continuous

hours_per_week

continuous

native_country

United-States, Cambodia, England, Puerto-Rico, Canada, Germany, Outlying-US(Guam-USVI-etc), India, Japan, Greece, South, China, Cuba, Iran, Honduras, Philippines, Italy, Poland, Jamaica, Vietnam, Mexico, Portugal, Ireland, France, Dominican-Republic, Laos, Ecuador, Taiwan, Haiti, Columbia, Hungary, Guatemala, Nicaragua, Scotland, Thailand, Yugoslavia, El-Salvador, Trinidad&Tobago, Peru, Hong, Holland-Netherlands

This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.

Source

Becker,Barry and Kohavi,Ronny. (1996). Adult. UCI Machine Learning Repository. https://doi.org/10.24432/C5XW20.

ale documentation built on May 29, 2024, 10:33 a.m.