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RareEarthUSDemand

idx int64 0 99	Year int64 2.02k 2.03k	Region stringclasses 7 values	Element stringclasses 17 values	Industry stringlengths 6 26	Demand_in_Tonnes int64 50 4k	Geopolitical_Factor stringlengths 17 48	Label stringclasses 3 values
0	2,020	North America	Neodymium	Technology	2,500	Stable Relations with China	High Demand
1	2,021	North America	Dysprosium	Defense	1,500	Trade Tensions with China	Moderate Demand
2	2,022	North America	Europium	Clean Energy	500	Sanctions on Foreign Suppliers	Low Demand
3	2,023	North America	Lanthanum	Technology	3,000	Increased Domestic Production	High Demand
4	2,024	North America	Cerium	Automotive	2,000	Economic Uncertainty	Moderate Demand
5	2,025	North America	Samarium	Electronics	4,000	Peaceful International Relations	High Demand
6	2,020	South America	Samarium	Defense	1,200	Increased Defense Spending	Moderate Demand
7	2,025	North America	Samarium	Healthcare	100	Strong Relations with China	Low Demand
8	2,020	North America	Praseodymium	Technology	3,500	Investment in REE Recycling	High Demand
9	2,025	North America	Samarium	Technology	1,200	Stable Relations with China	Moderate Demand
10	2,025	North America	Samarium	Defense	800	New International Agreements	Low Demand
11	2,025	North America	Samarium	Aerospace	2,200	Strategic Alliances	High Demand
12	2,025	South America	Praseodymium	Technology	1,800	Development of Alternatives	Moderate Demand
13	2,025	North America	Samarium	Healthcare	50	Global Health Crisis	Low Demand
14	2,025	North America	Gadolinium	Healthcare	800	Discovery of New Medical Uses	High Demand
15	2,026	North America	Gadolinium	Medicine	3,500	Research Breakthroughs	High Demand
16	2,021	Europe	Praseodymium	Automotive	1,800	Improved Trade Relations with China	Moderate Demand
17	2,026	North America	Lutetium	Jewelry	50	Global Economic Recession	Low Demand
18	2,021	North America	Lutetium	Aerospace	1,200	Breakthrough in Aerospace Materials	High Demand
19	2,026	North America	Cerium	Automotive	2,100	Trade Agreements with Europe	Moderate Demand
20	2,026	North America	Thulium	Medical	300	Stable Relations with China	Low Demand
21	2,026	North America	Gadolinium	Healthcare	1,800	Biotechnology Breakthrough	High Demand
22	2,026	Europe	Samarium	Healthcare	1,000	Decrease in Medical Imaging	Moderate Demand
23	2,026	North America	Cerium	Mining	150	Efficient Mining Techniques	Low Demand
24	2,026	North America	Holmium	Defense	2,200	Increased Military Spending	High Demand
25	2,027	North America	Yttrium	Aerospace	3,000	Global Trade Agreements	High Demand
26	2,022	North America	Erbium	Electronics	1,600	Stable Domestic Supply Chain	Moderate Demand
27	2,027	North America	Scandium	Aerospace	200	Breakthrough in Alternative Materials	Low Demand
28	2,022	North America	Samarium	Defense	1,800	Military Expansion	High Demand
29	2,027	North America	Lanthanum	Clean Energy	1,800	Increased Global Competition	Moderate Demand
30	2,027	North America	Yttrium	Technology	1,200	Increased Competition	Low Demand
31	2,027	North America	Scandium	Aerospace	2,000	New Propulsion Technology	High Demand
32	2,027	Asia	Lanthanum	Clean Energy	2,200	Increased Adoption of Electric Vehicles	Moderate Demand
33	2,027	North America	Neodymium	Automotive	200	Shift to Aluminum	Low Demand
34	2,027	North America	Thulium	Electronics	1,800	Advancements in Telecommunications	High Demand
35	2,028	North America	Erbium	Communication	2,500	Innovative Technology Deployment	High Demand
36	2,023	Asia-Pacific	Gadolinium	Defense	2,200	Negotiations for New Trade Agreements	Moderate Demand
37	2,028	North America	Erbium	Telecommunications	300	Development of Fiber Optics Technology	Low Demand
38	2,023	North America	Cerium	Clean Energy	2,800	New Green Legislation	High Demand
39	2,028	North America	Praseodymium	Defense	1,600	Strategic Partnerships	Moderate Demand
40	2,028	North America	Praseodymium	Automotive	900	Breakthrough in Alternative Materials	Low Demand
41	2,028	North America	Yttrium	Electronics	2,400	Recycling Advances	High Demand
42	2,028	Africa	Gadolinium	Defense	1,400	Strengthened Alliances with Rare Earth Producers	Moderate Demand
43	2,028	North America	Gadolinium	Magnetic Materials	100	Alternative Magnets Research	Low Demand
44	2,028	North America	Terbium	Technology	1,900	Rise in Electric Vehicle Production	High Demand
45	2,029	North America	Holmium	Scientific Research	2,000	Increased Funding for R&D	High Demand
46	2,024	Europe	Neodymium	Clean Energy	1,900	Growing Clean Energy Initiatives	Moderate Demand
47	2,029	North America	Thulium	Medical	75	Shift to Renewable Energy	Low Demand
48	2,024	North America	Europium	Automotive	2,200	Shift to Electric Vehicles	High Demand
49	2,029	North America	Dysprosium	Technology	1,400	Geopolitical Stability	Moderate Demand
50	2,029	North America	Gadolinium	Clean Energy	400	Increased Local Sourcing	Low Demand
51	2,029	North America	Dysprosium	Aerospace	2,600	Space Exploration Initiatives	High Demand
52	2,029	Australia	Cerium	Automotive	1,600	Discovery of New Mines	Moderate Demand
53	2,029	North America	Yttrium	LED Technology	80	Innovation in Lighting	Low Demand
54	2,029	North America	Yttrium	Clean Energy	1,000	Government Incentives for Renewable Energy	High Demand
55	2,030	North America	Thulium	Military	1,800	Strategic Defense Initiatives	High Demand
56	2,025	South America	Europium	Automotive	1,400	Sustainable Energy Policies	Moderate Demand
57	2,030	North America	Holmium	Defense	120	Peaceful Period in Global Politics	Low Demand
58	2,025	North America	Neodymium	Technology	3,200	Innovation in Magnets	High Demand
59	2,030	North America	Europium	Clean Energy	1,300	Increased Domestic Production	Moderate Demand
60	2,030	North America	Holmium	Medical	600	Trade Agreements with Canada	Low Demand
61	2,030	North America	Praseodymium	Defense	3,000	Military Modernization	High Demand
62	2,030	North America	Europium	Technology	1,200	Innovation in Materials Science	Moderate Demand
63	2,030	North America	Praseodymium	Naval Defense	90	Shifting Defense Priorities	Low Demand
64	2,030	North America	Lutetium	Aerospace	600	New Aircraft Design	High Demand
65	2,031	North America	Ytterbium	Automotive	1,600	Vehicle Electrification Trend	High Demand
66	2,026	North America	Dysprosium	Technology	1,700	Development of Alternative Materials	Moderate Demand
67	2,031	North America	Ytterbium	Automotive	180	Rise of Electric Vehicles	Low Demand
68	2,026	North America	Dysprosium	Defense	1,600	Strengthening Alliances	High Demand
69	2,031	North America	Neodymium	Technology	1,700	Tariff Implementation	Moderate Demand
70	2,031	North America	Erbium	Technology	700	Breakthrough in Alternative Materials	Low Demand
71	2,031	North America	Cerium	Automotive	2,800	Electric Vehicle Boom	High Demand
72	2,031	Asia	Neodymium	Clean Energy	2,600	Expansion of Wind Turbines	Moderate Demand
73	2,031	North America	Dysprosium	Medical Imaging	110	Adoption of Ultrasound Technology	Low Demand
74	2,031	North America	Cerium	Automotive	2,400	Shift to Electric Vehicles	High Demand
75	2,032	North America	Lutetium	Specialty Metals	1,500	Supply Chain Optimization	High Demand
76	2,027	Asia-Pacific	Lanthanum	Electronics	2,100	Rising Consumer Electronics Demand	Moderate Demand
77	2,032	North America	Dysprosium	Renewable Energy	220	Favorable Trade Policies	Low Demand
78	2,027	North America	Praseodymium	Aerospace	1,400	Development of Lightweight Materials	High Demand
79	2,032	North America	Cerium	Automotive	2,200	Global Supply Chain Optimization	Moderate Demand
80	2,032	North America	Dysprosium	Clean Energy	1,000	Global Shortage of REEs	Low Demand
81	2,032	North America	Lanthanum	Electronics	3,200	Urbanization and IoT	High Demand
82	2,032	Europe	Dysprosium	Defense	1,300	Trade Agreements with Rare Earth Exporters	Moderate Demand
83	2,032	North America	Europium	Renewable Energy	120	Reduction in Grid Dependency	Low Demand
84	2,032	North America	Praseodymium	Technology	3,500	Expansion of Data Centers	High Demand
85	2,033	North America	Cerium	Environmental Technologies	1,400	Stricter Environmental Regulations	High Demand
86	2,028	Europe	Cerium	Automotive	1,500	Stricter Environmental Regulations	Moderate Demand
87	2,033	North America	Europium	Consumer Electronics	250	Technological Advancements	Low Demand
88	2,028	North America	Lanthanum	Clean Energy	2,600	Government Subsidies	High Demand
89	2,033	North America	Samarium	Technology	1,500	Economic Recovery	Moderate Demand
90	2,033	North America	Cerium	Automotive	1,100	Global Shortage of REEs	Low Demand
91	2,033	North America	Erbium	Communications	2,100	Fiber Optic Expansion	High Demand
92	2,033	Australia	Praseodymium	Technology	2,000	Breakthrough in Recycling Technologies	Moderate Demand
93	2,033	North America	Lanthanum	Battery Technology	220	Advancement in Lithium-ion	Low Demand
94	2,033	North America	Neodymium	Technology	4,000	Emergence of New Applications in Smartphones	High Demand
95	2,034	North America	Praseodymium	Magnetics	1,300	Expansion of Magnetic Storage	High Demand
96	2,029	North America	Yttrium	Clean Energy	1,300	Public Investment in Renewable Energy	Moderate Demand
97	2,034	North America	Thorium	Nuclear	90	Global Agreement on Nuclear Disarmament	Low Demand
98	2,029	North America	Cerium	Automotive	2,400	Advancements in Fuel Efficiency	High Demand
99	2,034	North America	Praseodymium	Defense	1,600	Geopolitical Stability	Moderate Demand

RareEarthUSDemand

tags: demand forecasting, rare earth elements, geopolitics

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

Dataset Description:

The 'RareEarthUSDemand' dataset contains historical and projected demand data for rare earth elements (REEs) within the United States. It encompasses various industries such as technology, defense, and clean energy, which are key consumers of REEs. The dataset aims to assist ML practitioners in forecasting future demand and understanding the impact of geopolitical factors on REE supply chains.

CSV Content Preview:

Year,Region,Element,Industry,Demand_in_Tonnes,Geopolitical_Factor,Label
2020,North America,Neodymium,Technology,2500,Stable Relations with China,High Demand
2021,North America,Dysprosium,Defense,1500,Trade Tensions with China,Moderate Demand
2022,North America,Europium,Clean Energy,500,Sanctions on Foreign Suppliers,Low Demand
2023,North America,Lanthanum,Technology,3000,Increased Domestic Production,High Demand
2024,North America,Cerium,Automotive,2000,Economic Uncertainty,Moderate Demand

Source of the data:

The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'Rare Earth Demand, United States':

Dataset Generation Page: https://huggingface.co/spaces/infinite-dataset-hub/infinite-dataset-hub?q=Rare+Earth+Demand,+United+States&dataset=RareEarthUSDemand&tags=demand+forecasting,+rare+earth+elements,+geopolitics
Model: https://huggingface.co/microsoft/Phi-3-mini-4k-instruct
More Datasets: https://huggingface.co/datasets?other=infinite-dataset-hub

Downloads last month: 9

Size of downloaded dataset files:

8.96 kB

Size of the auto-converted Parquet files:

7.84 kB

Number of rows:

100