Estimation of Obesity Levels Based On Eating Habits and Physical Condition

Donated on 8/26/2019

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.

Dataset Characteristics

Multivariate

Subject Area

Health and Medicine

Associated Tasks

Classification, Regression, Clustering

Feature Type

Integer

# Instances

2111

# Features

16

Dataset Information

Additional Information

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.

Has Missing Values?

No

Introductory Paper

Variables Table

Variable NameRoleTypeDemographicDescriptionUnitsMissing Values
GenderFeatureCategoricalGenderno
AgeFeatureContinuousAgeno
HeightFeatureContinuousno
WeightFeatureContinuousno
family_history_with_overweightFeatureBinaryHas a family member suffered or suffers from overweight?no
FAVCFeatureBinaryDo you eat high caloric food frequently?no
FCVCFeatureIntegerDo you usually eat vegetables in your meals?no
NCPFeatureContinuousHow many main meals do you have daily?no
CAECFeatureCategoricalDo you eat any food between meals?no
SMOKEFeatureBinaryDo you smoke?no

0 to 10 of 17

Additional Variable Information

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

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