Estimation of Obesity Levels Based On Eating Habits and Physical Condition

About

This dataset include data for the estimation of obesity levels in individuals from the countries of Mexico, Peru and Colombia, based on their eating habits and physical condition. This dataset include data for the estimation of obesity levels in individuals from the countries of Mexico, Peru and Colombia, based on their eating habits and physical condition. The data contains 17 attributes and 2111 records, the records are labeled with the class variable NObesity (Obesity Level), that allows classification of the data using the values of Insufficient Weight, Normal Weight, Overweight Level I, Overweight Level II, Obesity Type I, Obesity Type II and Obesity Type III. 77% of the data was generated synthetically using the Weka tool and the SMOTE filter, 23% of the data was collected directly from users through a web platform. Variables Info: Read the article (https://doi.org/10.1016/j.dib.2019.104344) to see the description of the attributes. Class labels: Insufficient Weight, Normal Weight, Overweight Level I, Overweight Level II, Obesity Type I, Obesity Type II, and Obesity Type III

Subject Area

Health and Medicine

Instances

2,111

Features

Data Types

Multivariate

Tasks

Classification, Regression, Clustering

Feature Types

Integer

Features

Name	Role	Type	Units	Missing Values
Gender	Feature	Categorical	-	No
Age	Feature	Continuous	-	No
Height	Feature	Continuous	-	No
Weight	Feature	Continuous	-	No
family_history_with_overweight	Feature	Binary	-	No
└ Has a family member suffered or suffers from overweight?
FAVC	Feature	Binary	-	No
└ Do you eat high caloric food frequently?
FCVC	Feature	Integer	-	No
└ Do you usually eat vegetables in your meals?
NCP	Feature	Continuous	-	No
└ How many main meals do you have daily?
CAEC	Feature	Categorical	-	No
└ Do you eat any food between meals?
SMOKE	Feature	Binary	-	No
└ Do you smoke?
CH2O	Feature	Continuous	-	No
└ How much water do you drink daily?
SCC	Feature	Binary	-	No
└ Do you monitor the calories you eat daily?
FAF	Feature	Continuous	-	No
└ How often do you have physical activity?
TUE	Feature	Integer	-	No
└ How much time do you use technological devices such as cell phone, videogames, television, computer and others?
CALC	Feature	Categorical	-	No
└ How often do you drink alcohol?
MTRANS	Feature	Categorical	-	No
└ Which transportation do you usually use?
NObeyesdad	Target	Categorical	-	No
└ Obesity level

Introductory Paper

Dataset for estimation of obesity levels based on eating habits and physical condition in individuals from Colombia, Peru and Mexico

Fabio Mendoza Palechor, Alexis De la Hoz Manotas. 2019.

Data in Brief

Additional Metadata

Keywords

–

Authors

–

Year Created

2019

DOI

10.24432/C5H31Z

License

CC BY 4.0

Estimation of Obesity Levels Based On Eating Habits and Physical Condition

About

Features

Introductory Paper

Additional Metadata

Authors

Donation Information