Datasets:

naabiil
/

Obesity_Levels_Estimation

Gender stringclasses 2 values	Age float64 14 61	Height float64 1.45 1.98	Weight float64 39 173	family_history_with_overweight stringclasses 2 values	FAVC stringclasses 2 values	FCVC float64 1 3	NCP float64 1 4	CAEC stringclasses 4 values	SMOKE stringclasses 2 values	CH2O float64 1 3	SCC stringclasses 2 values	FAF float64 0 3	TUE float64 0 2	CALC stringclasses 4 values	MTRANS stringclasses 5 values	NObeyesdad stringclasses 7 values
Female	21	1.63	60	yes	yes	3	3	Always	yes	2	no	2	0	Sometimes	Public_Transportation	Normal_Weight
Female	20.924956	1.752531	133.618706	yes	yes	3	3	Sometimes	no	2.887659	no	1.480919	0.779641	Sometimes	Public_Transportation	Obesity_Type_III
Female	22.89974	1.661715	82.595793	yes	yes	1.203754	1.355354	Sometimes	no	2.765593	no	0.128342	1.659476	Sometimes	Public_Transportation	Obesity_Type_I
Female	21.837996	1.588046	44.236067	no	no	3	1.69608	Frequently	no	2.550307	no	1.098862	0	no	Public_Transportation	Insufficient_Weight
Male	25.994746	1.811602	106.042142	yes	yes	3	3	Sometimes	no	2.858171	no	1.813318	0.680215	Sometimes	Public_Transportation	Obesity_Type_I
Male	23.327836	1.754439	119.441207	yes	yes	1.893428	3	Sometimes	no	2	no	1.917383	0.93648	Sometimes	Public_Transportation	Obesity_Type_II
Male	32.895637	1.783901	103.771371	yes	yes	2.902469	1.734762	Sometimes	no	2.600238	no	2.113992	0.584755	Sometimes	Automobile	Obesity_Type_I
Male	24.679807	1.7	84.687554	yes	yes	2	3	Sometimes	no	2.020424	no	0	1	Sometimes	Public_Transportation	Overweight_Level_II
Female	26	1.644141	111.942544	yes	yes	3	3	Sometimes	no	2.763005	no	0	0.101867	Sometimes	Public_Transportation	Obesity_Type_III
Female	22.99368	1.741377	54.877111	yes	yes	3	3	Frequently	no	2.009796	no	2	0.071317	no	Public_Transportation	Insufficient_Weight
Male	30.958051	1.906821	128.856677	yes	yes	2.633855	3	Sometimes	no	1.619305	no	1.847802	0.424612	Sometimes	Public_Transportation	Obesity_Type_II
Female	21	1.53	65	yes	no	2	3	Sometimes	no	1	no	0	1	no	Public_Transportation	Overweight_Level_II
Female	26	1.643421	111.939983	yes	yes	3	3	Sometimes	no	2.722276	no	0	0.091711	Sometimes	Public_Transportation	Obesity_Type_III
Male	19	1.8	60	yes	yes	3	1	Always	no	1	yes	0	0	no	Motorbike	Normal_Weight
Male	18	1.86	110	yes	yes	2	1	Sometimes	yes	2	no	1	2	Sometimes	Public_Transportation	Obesity_Type_I
Female	25.951737	1.629442	104.835346	yes	yes	3	3	Sometimes	no	2.225139	no	0.035928	0.565315	Sometimes	Public_Transportation	Obesity_Type_III
Female	24	1.6	45	yes	no	2	3	no	no	2	no	1	0	no	Public_Transportation	Insufficient_Weight
Female	23	1.6	78	yes	yes	2	1	Sometimes	yes	2	no	1	0	Frequently	Public_Transportation	Obesity_Type_I
Male	40.50021	1.748103	108.308112	yes	yes	2.317459	3.734323	Sometimes	no	1	no	1.628637	0	no	Automobile	Obesity_Type_II
Male	18	1.93	86	no	no	3	4	Always	no	2	no	2	0	Sometimes	Walking	Normal_Weight
Male	22.936098	1.702825	93.638318	yes	yes	2	3	Sometimes	no	1.746197	no	0.455216	0.335158	no	Public_Transportation	Obesity_Type_I
Male	33	1.83	113	yes	yes	2	1	Always	no	2	no	1	2	Frequently	Automobile	Obesity_Type_I
Female	26	1.632193	111.886611	yes	yes	3	3	Sometimes	no	2.617988	no	0	0.156187	Sometimes	Public_Transportation	Obesity_Type_III
Male	20	1.831357	89.652557	yes	yes	2.555401	3.292386	Sometimes	no	3	no	2	0.315918	Sometimes	Public_Transportation	Overweight_Level_I
Female	18	1.56	55	no	yes	2	3	Sometimes	no	1	no	0	0	Frequently	Automobile	Normal_Weight
Female	25.96773	1.603404	105.031908	yes	yes	3	3	Sometimes	no	1.919473	no	0.027101	0.546137	Sometimes	Public_Transportation	Obesity_Type_III
Male	31.540751	1.828092	91.495718	yes	yes	2	2.698883	Sometimes	no	2.035104	no	0.598438	0.017016	Sometimes	Automobile	Overweight_Level_II
Male	18	1.7	78	no	yes	1	3	Sometimes	no	2	no	0	1	Sometimes	Public_Transportation	Overweight_Level_II
Male	40.564513	1.748015	109.758736	yes	yes	2.310751	3.220181	Sometimes	no	1.006643	no	1.15804	0	no	Automobile	Obesity_Type_II
Female	22.154854	1.481682	61.373868	yes	no	2	2.983297	Sometimes	no	1.453626	no	0.32896	0.509396	no	Public_Transportation	Overweight_Level_II
Male	29	1.77	83	no	yes	1	4	Frequently	no	3	no	0	1	no	Motorbike	Overweight_Level_I
Male	33.722449	1.712905	103.276087	yes	yes	2.525884	2.040582	Sometimes	no	1	no	1.67036	0.023959	no	Public_Transportation	Obesity_Type_II
Male	24.417552	1.774775	117.398976	yes	yes	2.23372	2.993634	Sometimes	no	2.028368	no	0.863158	0.449886	Sometimes	Public_Transportation	Obesity_Type_II
Male	21.618246	1.679306	75	yes	yes	2	3	Sometimes	no	1.957871	no	0.994592	0.117303	Sometimes	Public_Transportation	Overweight_Level_I
Male	23.572648	1.698346	75	yes	yes	2	3	Sometimes	no	2	no	0.345684	1.415536	Sometimes	Public_Transportation	Overweight_Level_I
Female	25.748627	1.66877	104.774144	yes	yes	3	3	Sometimes	no	1.526416	no	0.180158	0.747909	Sometimes	Public_Transportation	Obesity_Type_III
Male	22.429812	1.64037	70	no	yes	2	1	no	no	2.069184	no	0.729898	0	Sometimes	Public_Transportation	Overweight_Level_I
Male	23.172982	1.858624	88.675503	yes	yes	2	2.77684	Sometimes	no	1.278231	no	0.55713	1	Sometimes	Automobile	Overweight_Level_I
Male	30.553097	1.780448	88.431954	yes	yes	2	1.178708	Sometimes	no	1.791286	no	0.893362	0.276364	Sometimes	Public_Transportation	Overweight_Level_II
Male	30.722801	1.779325	120.751656	yes	yes	2.519592	3	Sometimes	no	2.229145	no	0.350717	1.140348	Sometimes	Automobile	Obesity_Type_II
Male	23.360307	1.610647	100.642257	yes	yes	2.997524	1.154318	Sometimes	no	1.238057	no	1.1293	1.665621	no	Public_Transportation	Obesity_Type_II
Female	26	1.640606	111.036881	yes	yes	3	3	Sometimes	no	2.709428	no	0	0.228486	Sometimes	Public_Transportation	Obesity_Type_III
Male	22.276969	1.84995	121.786485	yes	yes	3	2.272214	Sometimes	no	1.555534	no	0.348839	0	Sometimes	Public_Transportation	Obesity_Type_II
Male	25.523127	1.786532	114.534678	yes	yes	2.100177	3	Sometimes	no	2.099687	no	1.281165	0.247332	Sometimes	Public_Transportation	Obesity_Type_II
Male	18	1.87	173	yes	yes	3	3	Frequently	no	2	no	2	1	Sometimes	Public_Transportation	Obesity_Type_III
Male	21	1.81	80	no	no	1	3	no	no	2	no	2	0	no	Public_Transportation	Normal_Weight
Female	30.163408	1.533364	78.030383	yes	yes	2.028225	1.923607	Sometimes	no	1.798917	no	0	0	no	Public_Transportation	Obesity_Type_I
Male	25.341399	1.786997	115.025361	yes	yes	1.99953	3	Sometimes	no	2.111908	no	1.453042	0.849503	Sometimes	Public_Transportation	Obesity_Type_II
Female	22	1.73	79	yes	yes	2	1	Sometimes	no	2	no	1	0	Sometimes	Public_Transportation	Overweight_Level_I
Female	16	1.57	49	no	yes	2	4	Always	no	2	no	0	1	Sometimes	Public_Transportation	Normal_Weight
Male	31.761799	1.751688	119.205308	yes	yes	2.14961	3	Sometimes	no	2.133876	no	0.393452	0.345887	Sometimes	Automobile	Obesity_Type_II
Female	18	1.670058	86.242679	yes	yes	2.609123	3	Sometimes	no	1.955053	no	1.186013	0	no	Public_Transportation	Obesity_Type_I
Female	17	1.6	53	no	yes	1	3	Sometimes	no	1	no	2	2	Sometimes	Walking	Normal_Weight
Female	20	1.61	64	yes	no	3	3	Always	no	2	yes	0	1	Frequently	Public_Transportation	Normal_Weight
Male	17.412629	1.723191	97.350366	yes	yes	2	3	Sometimes	no	2	no	0	0.931721	no	Public_Transportation	Obesity_Type_I
Male	34.576714	1.73325	103.669116	yes	yes	2.501224	2.049565	Sometimes	no	1	no	1.746583	0	no	Automobile	Obesity_Type_II
Male	25.047945	1.803207	118.332966	yes	yes	1.431346	3	Sometimes	no	2.098959	no	1.110868	0.196952	Sometimes	Public_Transportation	Obesity_Type_II
Female	23	1.644161	84.340406	yes	yes	2.177243	3	Sometimes	no	2.715572	no	2.230109	0.070897	no	Public_Transportation	Obesity_Type_I
Female	28	1.7	73	yes	no	2	3	Frequently	no	2	yes	2	0	Sometimes	Walking	Overweight_Level_I
Male	17.405104	1.82525	58.913579	yes	yes	2.580872	3.887906	Sometimes	no	2	no	2	0.453649	no	Automobile	Insufficient_Weight
Female	21.198217	1.743841	78.88036	yes	yes	2.510583	1	Sometimes	no	2	no	2.119682	0	Sometimes	Public_Transportation	Overweight_Level_I
Female	19.774317	1.541039	64.726948	no	yes	2.706134	2.669766	Sometimes	no	1.979848	yes	0.445238	0.908836	Sometimes	Public_Transportation	Overweight_Level_I
Female	27.757187	1.505437	63.892071	yes	no	2	1	Sometimes	no	1.278578	no	0.02112	0	no	Public_Transportation	Overweight_Level_II
Female	21.030909	1.71818	133.466763	yes	yes	3	3	Sometimes	no	1.517215	no	1.486289	0.937492	Sometimes	Public_Transportation	Obesity_Type_III
Female	24	1.6	51	yes	yes	1	3	Sometimes	no	2	no	0	1	Sometimes	Automobile	Normal_Weight
Female	22.667596	1.718939	75.951472	yes	yes	2	3	Frequently	no	2	no	0	2	Sometimes	Public_Transportation	Overweight_Level_I
Female	19.955257	1.5891	72.713611	yes	no	3	3.856434	Sometimes	no	2	no	1.32417	1	Sometimes	Public_Transportation	Overweight_Level_II
Female	21.478496	1.686936	51.256059	yes	yes	3	3.179995	Frequently	no	1.910378	no	0.480614	0.625079	no	Public_Transportation	Insufficient_Weight
Female	31	1.62	68	no	no	3	3	Sometimes	no	2	no	1	0	Sometimes	Automobile	Overweight_Level_I
Female	30.958957	1.633491	68.803694	yes	yes	2.052152	3	Sometimes	no	1.972074	no	0.228307	0	Sometimes	Automobile	Overweight_Level_I
Female	19.407204	1.520862	42	no	yes	3	1	Frequently	no	1.848703	no	0	0.744555	Sometimes	Public_Transportation	Insufficient_Weight
Female	21.394047	1.792933	137.832414	yes	yes	3	3	Sometimes	no	2.682909	no	1.318743	0.900497	Sometimes	Public_Transportation	Obesity_Type_III
Male	36.023972	1.670667	90.575934	yes	yes	2.903545	1.508685	Sometimes	no	2.450069	no	1.45473	0	Sometimes	Automobile	Obesity_Type_I
Male	26	1.7	70	no	yes	2	3	Sometimes	yes	1	no	0	0	Sometimes	Public_Transportation	Normal_Weight
Female	18.535075	1.688025	45	no	yes	3	3	Sometimes	no	3	yes	2.539762	1.283673	no	Public_Transportation	Insufficient_Weight
Male	28.825223	1.765874	82.045045	yes	yes	1.064162	3.98955	Sometimes	no	2.028426	no	0.81517	0.894678	Sometimes	Public_Transportation	Overweight_Level_I
Female	23.035829	1.598612	42.993937	no	no	2.753752	2.812377	Frequently	no	2.346647	no	1.612248	0	no	Public_Transportation	Insufficient_Weight
Male	18.011718	1.680991	79.752916	yes	yes	2.413156	2.521546	Sometimes	no	1.985312	no	0.00705	0.965464	Sometimes	Public_Transportation	Overweight_Level_II
Female	20.781751	1.734092	125.117633	yes	yes	3	3	Sometimes	no	1.54249	no	0.6277	0.450479	Sometimes	Public_Transportation	Obesity_Type_III
Male	38.112989	1.766888	118.134898	yes	yes	2.240757	2.911568	Sometimes	no	1.895876	no	0.822186	0	Sometimes	Automobile	Obesity_Type_II
Female	21.106056	1.722884	92.949254	yes	yes	1.164062	3	Sometimes	no	1.157395	no	0	0.320851	Sometimes	Public_Transportation	Obesity_Type_I
Male	29.43879	1.770126	108.602715	yes	yes	3	3	Sometimes	no	1.163264	no	1.866023	1.604608	Sometimes	Automobile	Obesity_Type_I
Male	26	1.7	72	no	yes	2	3	Always	no	2	no	0	0	Sometimes	Public_Transportation	Normal_Weight
Female	19.529746	1.751038	133.843033	yes	yes	3	3	Sometimes	no	2.955075	no	1.46046	0.655558	Sometimes	Public_Transportation	Obesity_Type_III
Female	18	1.62	50	no	yes	3	3	Sometimes	no	1	no	0	0	Sometimes	Automobile	Normal_Weight
Female	26	1.629727	111.275646	yes	yes	3	3	Sometimes	no	2.495851	no	0	0.218645	Sometimes	Public_Transportation	Obesity_Type_III
Female	25.293202	1.503379	64.342459	yes	no	2	1	Sometimes	no	1.639807	no	0.072117	0	no	Public_Transportation	Overweight_Level_II
Female	38	1.64	59.8	yes	yes	2	3	Sometimes	no	2	no	2	0	no	Public_Transportation	Normal_Weight
Female	25.930376	1.608808	102.083964	yes	yes	3	3	Sometimes	no	1.019684	no	0.026033	1	Sometimes	Public_Transportation	Obesity_Type_III
Male	19.703095	1.704141	78.790936	yes	no	1.650505	3	Sometimes	no	2	no	1.73234	1	Sometimes	Public_Transportation	Overweight_Level_II
Male	21	1.62	70	no	yes	2	1	no	no	3	no	1	0	Sometimes	Public_Transportation	Overweight_Level_I
Male	26.899886	1.812919	119.841446	yes	yes	2.347942	3	Sometimes	no	2.730663	no	0.689371	0.188693	Sometimes	Public_Transportation	Obesity_Type_II
Male	24	1.66	67	yes	yes	3	1	Sometimes	no	2	no	1	0	no	Public_Transportation	Normal_Weight
Male	18.128249	1.699437	52.08657	yes	yes	2.853513	3	Sometimes	no	2	no	0.680464	1.258881	Sometimes	Public_Transportation	Insufficient_Weight
Female	17	1.53	55	yes	yes	2	3	Sometimes	no	1	no	0	1	no	Public_Transportation	Normal_Weight
Female	18	1.686904	90.004046	yes	yes	2.737149	3	Sometimes	no	1.997195	no	1.352663	0.468483	Sometimes	Public_Transportation	Obesity_Type_I
Female	21	1.75	88	yes	yes	2	3	Sometimes	no	3	no	3	0	Sometimes	Public_Transportation	Overweight_Level_II
Male	27	1.72	88	yes	yes	2	1	Always	no	2	no	0	0	Sometimes	Automobile	Overweight_Level_II
Female	23.712641	1.742901	132.8071	yes	yes	3	3	Sometimes	no	2.856795	no	1.046463	0.586163	Sometimes	Public_Transportation	Obesity_Type_III
Male	17.469417	1.798645	59.612717	yes	yes	2.336044	4	Sometimes	no	2	no	2	0.133005	no	Automobile	Insufficient_Weight

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Estimation of Obesity Levels Based on Eating Habits and Physical Condition

Overview

This dataset is designed to estimate obesity levels based on several parameters including eating habits, physical condition, and lifestyle. It includes data from diverse individuals across different demographics, offering insights for research in healthcare, nutrition, and public health.

Dataset Characteristics

Type: Multivariate
Number of Instances: 2111
Number of Attributes: 17
Associated Tasks: Classification
Missing Values: No

Attributes Information

Gender: Male/Female
Age: Numeric, years
Height: Numeric, meters
Weight: Numeric, kilograms
Family History with Overweight: Yes/No
Frequent Consumption of High Caloric Food: Numeric (0-3)
Frequent Consumption of Vegetables: Numeric (0-3)
Main Meals: Numeric (1-3)
Food Consumption Between Meals: Numeric (0-3)
Smoking Habit: Yes/No
Daily Water Consumption: Numeric (1-3)
Calories Consumption Monitoring: Yes/No
Physical Activity Frequency: Numeric (0-3)
Daily Use of Technology Devices: Numeric (0-3)
Transportation Mode: Walking/Public Transport/Automobile
Obesity Level: Categorical (Insufficient Weight, Normal Weight, Overweight Level I, Overweight Level II, Obesity Type I, Obesity Type II, Obesity Type III)

Usage

This dataset is useful for studies related to:

Analyzing the correlation between eating habits, lifestyle, and obesity.
Developing machine learning models to predict obesity levels.
Evaluating public health interventions targeting obesity.

Citation

If you use this dataset in your research, please cite the following:

Adrián Colomer, Jorge Sancho, Alejandra Calafate, Jose-Carlos Cano, and Pietro Manzoni. “Estimation of Obesity Levels Based on Eating Habits and Physical Condition.” UCI Machine Learning Repository.

Original Source

Estimation of Obesity Levels Dataset

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Size of downloaded dataset files:

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Size of the auto-converted Parquet files:

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Number of rows:

2,111