Datasets:

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FashionMatImpact

idx int64 0 98	Material stringlengths 4 32	Source stringclasses 9 values	ProductionProcess stringlengths 10 37	WaterUsage(L/kg) int64 10 1k	CarbonEmissions(kg CO2/kg) float64 1 5.5	WasteGenerated(kg/kg) float64 0.05 3.5	Label stringclasses 4 values
0	Organic Cotton	Plant	Cultivation and Harvesting	10	1.5	0.1	Low Impact
1	Linen	Plant	Harvesting and Spinning	20	2.5	0.2	Medium Impact
2	Polyester	Synthetic	Chemical Synthesis	100	3	1.5	High Impact
3	Recycled Polyester	Plastic Waste	Collection and Processing	60	1.8	0.5	Medium-High Impact
4	Coir	Plant	Harvesting and Processing	40	2.2	0.3	Medium Impact
5	Hemp	Plant	Cultivation and Harvesting	25	1	0.05	Low Impact
6	Hemp	Plant	Cultivation and Harvesting	15	1.8	0.2	Medium Impact
7	Polyester	Synthetic	Chemical Synthesis	100	3	1.5	High Impact
8	Viscose Rayon	Plant	Pulping and Dyeing	80	3.5	1	Medium-High Impact
9	Hemp	Plant	Harvesting and Spinning	25	1.8	0.1	Low Impact
10	Tencel	Plant	Harvesting and Processing	80	1.2	0.4	Medium Impact
11	Acrylic	Synthetic	Chemical Synthesis	80	4.5	2	High Impact
12	Bamboo	Plant	Harvesting and Processing	70	3	0.8	Medium-High Impact
13	Bamboo	Plant	Harvesting and Weaving	25	1.2	0.05	Low Impact
14	Bamboo	Plant	Harvesting and Processing	50	1.2	0.15	Medium Impact
15	Bamboo	Plant	Harvesting and Processing	50	1.8	0.2	Low Impact
16	Bamboo	Plant	Harvesting and Spinning	25	2	0.2	Medium Impact
17	Latex	Plant	Tapping and Processing	1,000	5	3	High Impact
18	Acrylic	Synthetic	Polymerization	90	3.8	1.7	Medium-High Impact
19	Bamboo	Plant	Harvesting and Spinning	30	1.2	0.15	Low Impact
20	Hemp	Plant	Harvesting and Processing	25	1.8	0.1	Medium Impact
21	Viscose Rayon	Cellulose	Chemical Processing	250	3.5	2.5	High Impact
22	Nylon	Synthetic	Chemical Synthesis	120	3.5	1.7	Medium-High Impact
23	Cork	Plant	Harvesting and Treating	30	1.7	0.1	Low Impact
24	Hemp	Plant	Cultivation and Harvesting	25	1.8	0.2	Medium Impact
25	Cotton Tencel	Plant	Cultivation and Processing	25	1.5	0.1	Low Impact
26	Flax	Plant	Harvesting and Spinning	22	1.9	0.2	Medium Impact
27	Nylon	Synthetic	Chemical Synthesis	500	4	2	High Impact
28	Modal	Plant	Extraction and Weaving	60	2.9	0.4	Medium-High Impact
29	Rayon	Plant	Chemical Processing	80	2.5	0.2	Low Impact
30	Wool	Animal	Shearing and Processing	50	2.8	0.6	Medium Impact
31	Nylon	Synthetic	Chemical Synthesis	95	3.8	1.8	High Impact
32	Viscose Rayon	Plant	Harvesting and Processing	100	4	1	Medium-High Impact
33	Tencel (Lyocell)	Plant	Chemical Processing and Weaving	35	1	0.15	Low Impact
34	Hypalon	Synthetic	Chemical Synthesis	85	2.8	1.2	Medium Impact
35	Alpaca	Animal	Shearing and Processing	15	1.2	0.1	Low Impact
36	Rubber	Plant	Harvesting and Processing	30	2.3	0.2	Medium Impact
37	Acrylic	Synthetic	Chemical Synthesis	700	4.5	2.5	High Impact
38	Lyocell	Plant	Solvent Spinning	30	2	0.1	Medium-High Impact
40	Cotton Blend	Plant (Organic)	Harvesting and Spinning	70	1.9	0.2	Medium Impact
41	Acetate	Cellulose	Chemical Processing	200	3	2.3	High Impact
42	Acrylic	Synthetic	Chemical Synthesis	110	4.2	1.2	Medium-High Impact
43	Rayon	Plant	Chemical Processing and Weaving	45	1.3	0.2	Low Impact
44	Silk	Animal	Harvesting	35	2.1	0.25	Medium Impact
45	Rawhide	Animal	Tanning and Processing	30	1.4	0.1	Low Impact
46	Wool	Animal	Shearing and Spinning	18	2.1	0.1	Medium Impact
47	Polyurethane Foam	Synthetic	Chemical Synthesis	300	3.5	1	High Impact
48	Spandex	Synthetic	Polymerization and Chemical Treatment	70	4	2	Medium-High Impact
50	Silk	Animal	Harvesting and Reeling	60	2.1	0.3	Medium Impact
51	Polypropylene	Synthetic	Polymerization	120	3.2	1.6	High Impact
52	Spandex	Synthetic	Chemical Synthesis	130	4.5	1.4	Medium-High Impact
53	Organic Hemp	Plant	Cultivation and Weaving	20	1.1	0.1	Low Impact
54	Wool	Animal	Shearing and Processing	30	2.5	0.3	Medium Impact
55	Silk	Animal	Cultivation and Harvesting	10	1.3	0.1	Low Impact
56	Cork	Plant	Harvesting and Processing	28	2.5	0.2	Medium Impact
57	Acrylic Fabric	Synthetic	Chemical Synthesis	600	4	2	High Impact
58	Nylon	Synthetic	Polymerization	95	4.5	1.8	Medium-High Impact
60	Bamboo Viscose	Plant	Harvesting and Processing	90	2.4	0.3	Medium Impact
61	Spandex	Synthetic	Polymerization	110	3.1	1.7	High Impact
62	Tencel	Plant	Processing and Dyeing	80	3.8	0.7	Medium-High Impact
63	Mushroom Leather	Fungi Cultivation	Fabrication and Weaving	25	1.4	0.05	Low Impact
64	Hemp Fabric	Plant	Spinning and Weaving	45	1.6	0.18	Medium Impact
65	Ethically Sourced Wool	Animal	Shearing and Processing	20	1.7	0.1	Low Impact
66	Kenaf	Plant	Cultivation and Harvesting	12	1.7	0.2	Medium Impact
67	Polypropylene	Synthetic	Chemical Synthesis	800	5	3.5	High Impact
68	Chenille	Synthetic	Manufacturing	75	4.2	1.2	Medium-High Impact
70	Spandex	Synthetic	Chemical Synthesis	150	4	1	High Impact
71	Polyurethane	Synthetic	Chemical Synthesis	130	3.4	1.9	High Impact
72	Modal	Plant	Harvesting and Processing	90	3.3	0.6	Medium-High Impact
73	Mycelium Composite	Fungi Cultivation	Composite Formation	30	1.8	0.08	Low Impact
74	Rayon	Synthetic	Chemical Synthesis	70	2.9	1	Medium Impact
75	Kenaf	Plant	Cultivation and Harvesting	35	1.6	0.1	Low Impact
76	Jute	Plant	Harvesting and Spinning	17	2.1	0.2	Medium Impact
77	Polyethylene Terephthalate (PET)	Synthetic	Chemical Synthesis	750	4.5	2.5	High Impact
78	Terry Wool	Plant	Spinning and Weaving	25	1.8	0.3	Medium-High Impact
80	Acrylic	Synthetic	Chemical Synthesis	110	3.5	1.3	High Impact
81	Polyethylene Terephthalate (PET)	Synthetic	Chemical Synthesis	85	3	1.4	High Impact
82	Aramid	Synthetic	Chemical Synthesis	140	4.7	1.6	Medium-High Impact
83	Piñatex	Pineapple Leaves	Processing and Weaving	15	1.2	0.07	Low Impact
84	Modal	Synthetic	Chemical Synthesis	65	2.3	0.7	Medium Impact
85	Sustainably Sourced Hemp	Plant	Cultivation and Harvesting	20	1.1	0.05	Low Impact
86	Seaweed	Sea	Harvesting and Processing	10	1.4	0.1	Medium Impact
87	Polyvinyl Chloride (PVC)	Synthetic	Chemical Synthesis	900	5.5	3.5	High Impact
88	Elastane	Synthetic	Polymerization	85	4.8	2.5	Medium-High Impact
90	Nylon	Synthetic	Chemical Synthesis	130	3.2	1.1	High Impact
91	Lyocell	Cellulose	Lyocell Processing	120	2.2	0.4	High Impact
92	Polypropylene	Synthetic	Chemical Synthesis	105	4.1	1.1	Medium-High Impact
93	Banana Leaf Fiber	Plant	Harvesting and Processing	18	1	0.08	Low Impact
94	Aramid Fiber	Synthetic	Chemical Synthesis	90	3.5	1.4	Medium Impact
95	Recycled Bamboo	Plastic Waste	Collection and Processing	40	1.9	0.2	Low Impact
96	Bamboo	Plant	Harvesting and Processing	30	2.1	0.2	Medium Impact
97	Terylene (Rayon)	Synthetic	Chemical Synthesis	550	4.5	2.5	High Impact
98	Bamboo Rayon	Plant	Pulping and Dyeing	70	2.8	0.7	Medium-High Impact

FashionMatImpact

tags: sustainability, textile, machine learning

Note: This is an AI-generated dataset so its content may be inaccurate or false

Dataset Description:

The 'FashionMatImpact' dataset is designed to assist Machine Learning practitioners in understanding the environmental impact of various fashion materials. It contains information on different textiles, their sources, production processes, and the associated environmental footprint. Each row represents a unique material, with a focus on sustainability aspects such as water usage, carbon emissions, and waste generation. The dataset aims to facilitate research on sustainable fashion practices and the development of machine learning models to predict and mitigate the environmental impact of textile production.

CSV Content Preview:

Material,Source,ProductionProcess,WaterUsage(L/kg),CarbonEmissions(kg CO2/kg),WasteGenerated(kg/kg),Label
Organic Cotton,Plant,Cultivation and Harvesting,10,1.5,0.1,"Low Impact"
Linen,Plant,Harvesting and Spinning,20,2.5,0.2,"Medium Impact"
Polyester,Synthetic,Chemical Synthesis,100,3.0,1.5,"High Impact"
Recycled Polyester,Plastic Waste,Collection and Processing,60,1.8,0.5,"Medium-High Impact"
Coir,Plant,Harvesting and Processing,40,2.2,0.3,"Medium Impact"

Source of the data:

The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'fashion materials environment impact':

Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=fashion+materials+environment+impact&dataset=FashionMatImpact&tags=sustainability,+textile,+machine+learning
Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub

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6.5 kB

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7.05 kB

Number of rows: