Datasets:

We-Bears
/

Individual-Carbon-Footprint-Calculation

Body Type stringclasses 4 values	Sex stringclasses 2 values	Diet stringclasses 4 values	How Often Shower stringclasses 4 values	Heating Energy Source stringclasses 4 values	Transport stringclasses 3 values	Vehicle Type stringclasses 5 values	Social Activity stringclasses 3 values	Monthly Grocery Bill int64 50 299	Frequency of Traveling by Air stringclasses 4 values	Vehicle Monthly Distance Km int64 0 10k	Waste Bag Size stringclasses 4 values	Waste Bag Weekly Count int64 1 7	How Long TV PC Daily Hour int64 0 24	How Many New Clothes Monthly int64 0 50	How Long Internet Daily Hour int64 0 24	Energy efficiency stringclasses 3 values	Recycling stringclasses 16 values	Cooking_With stringclasses 16 values	CarbonEmission int64 306 8.38k
overweight	female	pescatarian	daily	coal	public	null	often	230	frequently	210	large	4	7	26	1	No	['Metal']	['Stove', 'Oven']	2,238
obese	female	vegetarian	less frequently	natural gas	walk/bicycle	null	often	114	rarely	9	extra large	3	9	38	5	No	['Metal']	['Stove', 'Microwave']	1,892
overweight	male	omnivore	more frequently	wood	private	petrol	never	138	never	2,472	small	1	14	47	6	Sometimes	['Metal']	['Oven', 'Microwave']	2,595
overweight	male	omnivore	twice a day	wood	walk/bicycle	null	sometimes	157	rarely	74	medium	3	20	5	7	Sometimes	['Paper', 'Plastic', 'Glass', 'Metal']	['Microwave', 'Grill', 'Airfryer']	1,074
obese	female	vegetarian	daily	coal	private	diesel	often	266	very frequently	8,457	large	1	3	5	6	Yes	['Paper']	['Oven']	4,743
overweight	male	vegetarian	less frequently	wood	public	null	sometimes	144	frequently	658	large	1	22	18	9	Sometimes	['Paper', 'Glass', 'Metal']	['Stove', 'Oven', 'Microwave']	1,647
underweight	female	vegan	less frequently	wood	private	hybrid	never	56	rarely	5,363	medium	4	9	11	19	Sometimes	[]	['Grill', 'Airfryer']	1,832
underweight	female	vegan	more frequently	coal	walk/bicycle	null	sometimes	59	very frequently	54	extra large	3	5	39	15	No	['Paper', 'Plastic', 'Glass']	['Stove', 'Microwave']	2,322
overweight	male	omnivore	daily	wood	public	null	never	200	frequently	1,376	medium	3	3	31	15	Yes	['Glass']	['Microwave', 'Grill', 'Airfryer']	2,494
underweight	female	pescatarian	daily	wood	public	null	often	135	rarely	440	extra large	1	8	23	18	Sometimes	['Glass']	['Microwave', 'Grill', 'Airfryer']	1,178
normal	female	vegetarian	more frequently	wood	public	null	never	146	never	1,561	extra large	4	12	27	21	No	['Paper', 'Plastic']	['Stove', 'Microwave']	1,427
obese	male	vegetarian	more frequently	coal	walk/bicycle	null	never	111	very frequently	69	medium	5	9	4	4	Sometimes	[]	['Stove', 'Oven', 'Microwave']	3,226
underweight	female	omnivore	twice a day	coal	walk/bicycle	null	often	114	rarely	92	large	3	18	27	4	Yes	['Plastic']	['Stove']	1,593
underweight	female	vegan	less frequently	electricity	private	lpg	sometimes	111	rarely	2,893	large	6	13	16	10	Sometimes	['Plastic', 'Glass', 'Metal']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	1,732
obese	male	pescatarian	less frequently	natural gas	public	null	often	123	rarely	1,989	small	6	13	23	8	No	['Paper', 'Plastic', 'Metal']	['Stove', 'Oven']	1,743
overweight	female	vegetarian	less frequently	electricity	public	null	never	225	very frequently	692	small	6	9	24	15	No	['Paper', 'Plastic', 'Glass', 'Metal']	['Stove', 'Oven']	2,101
normal	male	pescatarian	more frequently	electricity	walk/bicycle	null	often	219	frequently	7	extra large	4	23	42	14	Sometimes	[]	['Oven', 'Microwave', 'Grill', 'Airfryer']	2,609
overweight	female	pescatarian	daily	wood	public	null	often	104	rarely	948	large	6	1	6	22	Yes	['Paper']	['Stove', 'Grill', 'Airfryer']	1,565
underweight	male	vegan	more frequently	electricity	private	petrol	often	126	very frequently	7,622	medium	2	6	37	9	Sometimes	[]	['Stove']	5,272
normal	female	omnivore	more frequently	wood	walk/bicycle	null	often	288	never	51	small	4	15	22	6	No	['Paper', 'Glass', 'Metal']	['Stove', 'Oven']	1,220
normal	male	vegan	twice a day	electricity	private	electric	often	282	rarely	2,237	large	6	0	8	5	No	['Plastic', 'Glass', 'Metal']	['Oven', 'Grill', 'Airfryer']	1,300
obese	female	pescatarian	less frequently	wood	public	null	never	69	rarely	1,804	large	1	6	3	7	No	['Metal']	['Stove', 'Oven', 'Microwave']	1,024
overweight	male	omnivore	twice a day	wood	walk/bicycle	null	sometimes	110	never	85	small	3	14	4	3	Sometimes	['Paper', 'Plastic', 'Glass', 'Metal']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	706
obese	male	vegetarian	daily	coal	private	diesel	often	165	frequently	472	small	4	17	24	20	Yes	['Paper', 'Glass']	['Microwave']	2,582
overweight	male	vegan	daily	coal	private	diesel	sometimes	62	very frequently	5,737	medium	1	5	20	20	Yes	['Paper', 'Metal']	['Grill', 'Airfryer']	4,284
obese	female	pescatarian	less frequently	electricity	walk/bicycle	null	sometimes	94	rarely	88	medium	6	17	0	3	Sometimes	['Paper', 'Plastic', 'Metal']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	807
underweight	female	vegan	daily	electricity	public	null	often	259	frequently	558	large	4	4	50	23	Sometimes	['Metal']	['Oven', 'Grill', 'Airfryer']	1,991
obese	male	vegetarian	less frequently	electricity	public	null	sometimes	67	rarely	752	large	3	14	37	14	Sometimes	['Plastic']	['Stove']	1,817
obese	male	pescatarian	daily	wood	walk/bicycle	null	never	130	rarely	71	small	2	10	15	10	No	['Glass']	['Oven', 'Grill', 'Airfryer']	1,490
underweight	female	omnivore	less frequently	electricity	public	null	never	258	frequently	1,028	small	2	13	44	4	Yes	['Glass', 'Metal']	['Oven', 'Microwave', 'Grill', 'Airfryer']	1,561
obese	female	vegan	more frequently	wood	public	null	sometimes	189	frequently	1,527	medium	4	23	34	10	Yes	['Glass', 'Metal']	['Microwave', 'Grill', 'Airfryer']	2,202
underweight	female	vegetarian	daily	coal	walk/bicycle	null	sometimes	262	frequently	88	large	5	24	8	15	Sometimes	[]	['Microwave', 'Grill', 'Airfryer']	2,024
normal	female	pescatarian	daily	natural gas	walk/bicycle	null	never	157	frequently	73	medium	4	1	42	22	No	['Paper', 'Glass', 'Metal']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	1,659
normal	female	pescatarian	daily	wood	private	lpg	often	280	very frequently	8,320	small	5	9	0	4	Sometimes	['Paper', 'Metal']	['Stove', 'Oven', 'Grill', 'Airfryer']	3,911
normal	male	vegetarian	twice a day	coal	walk/bicycle	null	sometimes	121	never	72	medium	6	11	4	10	Yes	['Glass', 'Metal']	['Stove', 'Microwave', 'Grill', 'Airfryer']	1,204
underweight	female	vegan	less frequently	coal	walk/bicycle	null	often	174	very frequently	9	large	2	1	40	15	Yes	['Paper', 'Plastic', 'Glass']	['Stove', 'Microwave']	2,431
obese	male	vegetarian	daily	electricity	walk/bicycle	null	sometimes	173	frequently	60	medium	2	16	14	20	Sometimes	['Plastic', 'Glass']	[]	1,640
underweight	male	vegan	twice a day	natural gas	walk/bicycle	null	sometimes	199	frequently	13	medium	5	17	6	15	No	['Paper', 'Glass', 'Metal']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	1,648
underweight	male	omnivore	less frequently	wood	walk/bicycle	null	never	94	rarely	32	small	6	15	5	17	Sometimes	['Glass', 'Metal']	['Microwave', 'Grill', 'Airfryer']	1,002
underweight	female	pescatarian	less frequently	coal	walk/bicycle	null	never	64	frequently	49	small	1	19	47	16	Yes	['Plastic', 'Glass']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	1,771
overweight	female	omnivore	twice a day	electricity	public	null	never	100	very frequently	1,351	extra large	1	20	24	5	Yes	['Paper', 'Plastic', 'Glass']	['Stove', 'Microwave', 'Grill', 'Airfryer']	2,028
normal	female	vegetarian	more frequently	coal	public	null	often	240	very frequently	1,726	medium	2	15	19	5	No	['Glass', 'Metal']	['Stove', 'Oven']	2,540
underweight	female	omnivore	daily	electricity	public	null	sometimes	245	never	1,021	medium	7	14	48	10	No	['Paper', 'Glass', 'Metal']	['Stove', 'Oven', 'Grill', 'Airfryer']	1,386
normal	female	pescatarian	daily	coal	walk/bicycle	null	sometimes	270	rarely	62	small	5	22	21	11	Sometimes	['Plastic']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	1,679
overweight	male	omnivore	daily	wood	private	electric	often	294	very frequently	9,488	small	5	16	20	18	Yes	['Glass']	[]	3,141
normal	male	vegetarian	more frequently	wood	public	null	never	87	very frequently	1,037	large	4	0	11	24	No	['Paper', 'Plastic']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	2,627
underweight	male	pescatarian	less frequently	wood	private	electric	never	209	never	9,555	large	2	13	43	3	Yes	['Paper', 'Glass', 'Metal']	['Oven', 'Microwave', 'Grill', 'Airfryer']	1,188
underweight	male	pescatarian	twice a day	electricity	private	diesel	never	124	never	9,031	extra large	5	1	11	5	Yes	['Plastic', 'Glass']	['Stove', 'Grill', 'Airfryer']	3,174
overweight	female	vegetarian	more frequently	natural gas	public	null	sometimes	276	frequently	1,461	large	7	19	5	12	Sometimes	['Metal']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	2,327
overweight	female	vegan	daily	wood	walk/bicycle	null	never	90	very frequently	39	medium	3	22	7	9	Yes	['Paper', 'Plastic', 'Metal']	['Stove', 'Oven', 'Microwave']	1,822
obese	female	vegan	less frequently	natural gas	private	diesel	sometimes	136	never	5,033	medium	6	0	43	24	No	['Paper', 'Plastic', 'Metal']	['Stove', 'Oven']	2,665
underweight	male	vegan	daily	electricity	public	null	sometimes	246	frequently	1,065	extra large	4	22	43	7	Yes	['Plastic', 'Metal']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	2,129
normal	male	pescatarian	less frequently	wood	public	null	often	94	rarely	927	medium	5	18	10	21	Yes	['Paper', 'Glass']	['Oven']	1,425
overweight	male	vegetarian	more frequently	electricity	private	hybrid	never	253	frequently	2,277	large	1	0	11	20	Sometimes	['Paper', 'Glass', 'Metal']	['Stove']	1,690
obese	female	omnivore	more frequently	natural gas	walk/bicycle	null	never	200	rarely	97	medium	7	13	18	0	Sometimes	['Metal']	['Stove', 'Microwave']	1,717
normal	male	vegan	less frequently	coal	private	lpg	sometimes	281	frequently	7,272	large	2	4	38	5	No	['Paper', 'Glass']	['Microwave', 'Grill', 'Airfryer']	4,060
obese	female	vegetarian	less frequently	electricity	private	petrol	sometimes	82	rarely	5,260	extra large	3	14	18	17	No	['Plastic', 'Glass']	['Stove', 'Oven', 'Grill', 'Airfryer']	3,262
overweight	female	pescatarian	more frequently	coal	public	null	often	73	rarely	1,750	extra large	1	9	30	12	Yes	['Paper', 'Glass']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	1,674
obese	male	vegetarian	daily	natural gas	private	hybrid	often	246	frequently	2,998	small	4	0	36	3	Sometimes	['Metal']	['Stove', 'Oven', 'Microwave']	3,135
underweight	male	pescatarian	less frequently	natural gas	private	lpg	sometimes	98	rarely	9,147	extra large	5	1	49	20	Yes	['Plastic', 'Glass']	['Stove', 'Microwave', 'Grill', 'Airfryer']	4,465
overweight	male	pescatarian	twice a day	electricity	public	null	never	256	rarely	1,947	extra large	3	23	33	8	Sometimes	[]	['Stove']	1,984
overweight	female	vegetarian	less frequently	electricity	private	lpg	often	287	very frequently	4,885	large	1	21	21	3	Yes	['Plastic', 'Metal']	['Stove', 'Microwave', 'Grill', 'Airfryer']	3,246
obese	female	omnivore	daily	electricity	walk/bicycle	null	never	63	frequently	20	large	4	1	6	14	No	['Paper', 'Plastic', 'Glass', 'Metal']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	1,351
obese	male	vegetarian	less frequently	coal	walk/bicycle	null	often	158	never	23	extra large	1	24	33	2	No	['Glass']	['Stove']	1,929
obese	male	omnivore	twice a day	electricity	walk/bicycle	null	often	241	frequently	34	large	5	24	15	10	Yes	[]	['Oven', 'Microwave', 'Grill', 'Airfryer']	2,719
obese	female	vegetarian	twice a day	coal	walk/bicycle	null	never	176	frequently	59	large	1	11	41	19	Yes	['Paper']	['Stove', 'Oven']	2,336
normal	female	vegetarian	less frequently	wood	public	null	often	189	never	682	small	6	0	35	3	Sometimes	['Glass']	['Stove', 'Microwave', 'Grill', 'Airfryer']	1,270
obese	female	vegetarian	less frequently	natural gas	walk/bicycle	null	often	214	never	10	large	6	20	12	24	Yes	['Glass']	['Stove', 'Microwave']	1,803
normal	female	vegan	daily	electricity	walk/bicycle	null	sometimes	264	very frequently	10	medium	1	7	22	17	Sometimes	['Paper', 'Glass']	['Oven', 'Microwave', 'Grill', 'Airfryer']	1,816
normal	male	omnivore	twice a day	coal	private	petrol	sometimes	213	never	7,964	small	1	16	43	9	No	['Paper', 'Plastic']	['Stove', 'Oven']	4,638
underweight	female	omnivore	twice a day	coal	private	hybrid	often	281	rarely	3,606	small	3	16	8	22	Sometimes	['Plastic', 'Metal']	['Stove']	1,909
normal	male	vegan	less frequently	natural gas	public	null	sometimes	280	frequently	536	large	2	2	30	1	Yes	['Plastic']	['Oven']	2,021
normal	male	omnivore	more frequently	natural gas	public	null	never	125	rarely	1,564	large	5	4	15	23	No	['Metal']	['Oven', 'Microwave']	1,896
obese	male	vegan	daily	electricity	walk/bicycle	null	never	188	frequently	78	small	4	11	21	3	No	['Paper']	['Oven', 'Grill', 'Airfryer']	1,770
normal	female	omnivore	daily	wood	walk/bicycle	null	often	251	never	98	small	1	12	47	3	No	['Paper', 'Plastic', 'Metal']	['Stove', 'Microwave']	1,323
normal	female	pescatarian	daily	wood	public	null	never	285	very frequently	1,820	small	1	21	24	9	Yes	['Plastic']	['Grill', 'Airfryer']	2,269
obese	male	vegan	more frequently	wood	public	null	never	234	never	243	extra large	4	20	36	5	Yes	['Plastic', 'Glass', 'Metal']	['Stove', 'Oven', 'Grill', 'Airfryer']	1,918
overweight	female	vegan	daily	natural gas	public	null	sometimes	91	very frequently	1,586	small	7	8	43	2	Yes	['Paper', 'Plastic', 'Metal']	['Stove', 'Oven', 'Microwave']	2,477
normal	female	omnivore	daily	natural gas	walk/bicycle	null	never	118	frequently	11	large	3	6	10	16	No	['Paper']	['Stove', 'Oven']	1,444
obese	female	vegetarian	twice a day	natural gas	walk/bicycle	null	never	75	never	72	small	5	15	42	16	Sometimes	['Paper', 'Plastic', 'Glass']	['Stove', 'Grill', 'Airfryer']	1,254
overweight	male	vegetarian	more frequently	electricity	public	null	never	134	never	1,157	small	5	19	35	10	No	['Glass']	['Oven', 'Grill', 'Airfryer']	1,411
underweight	male	pescatarian	daily	wood	public	null	often	282	never	1,380	extra large	4	7	11	8	No	['Plastic', 'Glass']	['Grill', 'Airfryer']	1,605
obese	male	vegetarian	less frequently	electricity	private	lpg	often	110	never	5,765	medium	5	7	2	18	No	['Paper']	['Stove', 'Oven']	3,054
overweight	female	vegetarian	less frequently	natural gas	walk/bicycle	null	never	202	very frequently	92	extra large	6	9	16	14	Yes	[]	['Grill', 'Airfryer']	2,902
overweight	male	pescatarian	less frequently	electricity	private	lpg	never	56	frequently	7,797	large	7	22	8	15	Yes	['Plastic', 'Glass']	['Stove', 'Oven']	4,301
normal	female	vegan	twice a day	electricity	walk/bicycle	null	often	223	very frequently	50	small	3	12	35	22	Yes	['Plastic']	['Oven', 'Microwave', 'Grill', 'Airfryer']	2,308
normal	female	vegetarian	more frequently	wood	private	petrol	often	202	frequently	7,629	medium	1	17	37	2	No	['Plastic', 'Glass', 'Metal']	['Grill', 'Airfryer']	4,132
overweight	male	vegetarian	daily	wood	private	petrol	sometimes	114	frequently	2,367	medium	3	1	41	23	No	['Paper', 'Glass', 'Metal']	['Stove', 'Oven']	2,993
overweight	female	omnivore	daily	wood	private	petrol	often	141	frequently	3,960	medium	1	7	21	1	Yes	['Paper', 'Plastic']	[]	3,098
overweight	female	vegan	twice a day	coal	walk/bicycle	null	sometimes	236	rarely	42	extra large	2	19	15	10	Yes	['Plastic', 'Metal']	[]	1,364
normal	female	omnivore	daily	coal	private	lpg	sometimes	95	rarely	6,455	large	1	15	31	14	Yes	['Paper', 'Plastic', 'Glass']	['Stove', 'Microwave', 'Grill', 'Airfryer']	2,941
overweight	female	vegetarian	more frequently	electricity	walk/bicycle	null	never	249	frequently	41	large	4	6	2	4	Sometimes	['Paper']	['Microwave']	1,349
overweight	female	pescatarian	daily	natural gas	walk/bicycle	null	often	213	never	71	medium	1	24	17	16	Yes	['Plastic', 'Glass']	['Microwave']	1,038
obese	male	vegetarian	twice a day	wood	walk/bicycle	null	never	81	never	39	medium	7	16	31	15	No	['Plastic', 'Glass']	[]	1,815
overweight	female	vegetarian	more frequently	coal	walk/bicycle	null	never	91	very frequently	50	extra large	1	13	29	24	No	['Glass', 'Metal']	['Stove', 'Oven', 'Microwave', 'Grill', 'Airfryer']	2,566
overweight	female	vegan	twice a day	wood	private	electric	sometimes	291	very frequently	8,707	medium	3	2	23	23	Sometimes	['Plastic', 'Glass', 'Metal']	['Stove', 'Oven', 'Microwave']	2,439
obese	female	pescatarian	twice a day	electricity	private	lpg	sometimes	70	very frequently	167	small	2	9	7	20	Yes	['Plastic', 'Metal']	['Stove', 'Oven']	2,056
overweight	female	pescatarian	more frequently	natural gas	public	null	often	89	very frequently	631	medium	7	2	0	18	Sometimes	['Paper', 'Plastic', 'Glass', 'Metal']	['Microwave', 'Grill', 'Airfryer']	2,299
overweight	male	vegan	twice a day	electricity	public	null	never	121	rarely	194	large	6	15	16	18	Sometimes	['Plastic', 'Metal']	['Stove', 'Grill', 'Airfryer']	1,492
underweight	female	omnivore	daily	coal	walk/bicycle	null	often	198	rarely	46	medium	1	12	45	17	No	['Paper', 'Plastic', 'Glass']	['Oven', 'Microwave']	1,692

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The data has been synthetically generated, calculated based on weightings from various studies and sites that currently compute the dependent variable, carbon emissions, attempting to maintain values close to reality. This dataset has been used in our Bootcamp final project: https://carbonfootprintcalculator.streamlit.app/

Features:

'Body Type': Body type.
'Sex': Gender.
' Diet': Diet.
'How Often Shower': Frequency of showering
'Heating Energy Source': Residential heating energy
'Transport': Transportation preference.
'Vehicle Type': Vehicle fuel type.
'Social Activity': Frequency of participating in social activities.
'Monthly Grocery Bill': Monthly amount spent on groceries, in dollars.
'Frequency of Traveling by Air': Frequency of using aircraft in the last month.
'Vehicle Monthly Distance Km': The kilometers traveled by vehicle in the last month.
'Waste Bag Size': Size of the garbage bag
'Waste Bag Weekly Count': The amount of garbage thrown away in the last week.
'How Long TV PC Daily Hour': Daily time spent in front of TV or PC.
'How Many New Clothes Monthly': Number of clothes purchased monthly.
'How Long Internet Daily Hour': Time spent on the Internet daily.
'Energy efficiency': Whether or not you care about purchasing energy efficient devices.
'Recycling': The wastes it recycles.
'Cooking_With': Devices used in cooking
'CarbonEmission': Dependent variable, total carbon emissions.

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