| idx,Year,Region,Element,Industry,Demand_in_Tonnes,Geopolitical_Factor,Label | |
| 0,2020,North America,Neodymium,Technology,2500,Stable Relations with China,High Demand | |
| 1,2021,North America,Dysprosium,Defense,1500,Trade Tensions with China,Moderate Demand | |
| 2,2022,North America,Europium,Clean Energy,500,Sanctions on Foreign Suppliers,Low Demand | |
| 3,2023,North America,Lanthanum,Technology,3000,Increased Domestic Production,High Demand | |
| 4,2024,North America,Cerium,Automotive,2000,Economic Uncertainty,Moderate Demand | |
| 5,2025,North America,Samarium,Electronics,4000,Peaceful International Relations,High Demand | |
| 6,2020,South America,Samarium,Defense,1200,Increased Defense Spending,Moderate Demand | |
| 7,2025,North America,Samarium,Healthcare,100,Strong Relations with China,Low Demand | |
| 8,2020,North America,Praseodymium,Technology,3500,Investment in REE Recycling,High Demand | |
| 9,2025,North America,Samarium,Technology,1200,Stable Relations with China,Moderate Demand | |
| 10,2025,North America,Samarium,Defense,800,New International Agreements,Low Demand | |
| 11,2025,North America,Samarium,Aerospace,2200,Strategic Alliances,High Demand | |
| 12,2025,South America,Praseodymium,Technology,1800,Development of Alternatives,Moderate Demand | |
| 13,2025,North America,Samarium,Healthcare,50,Global Health Crisis,Low Demand | |
| 14,2025,North America,Gadolinium,Healthcare,800,Discovery of New Medical Uses,High Demand | |
| 15,2026,North America,Gadolinium,Medicine,3500,Research Breakthroughs,High Demand | |
| 16,2021,Europe,Praseodymium,Automotive,1800,Improved Trade Relations with China,Moderate Demand | |
| 17,2026,North America,Lutetium,Jewelry,50,Global Economic Recession,Low Demand | |
| 18,2021,North America,Lutetium,Aerospace,1200,Breakthrough in Aerospace Materials,High Demand | |
| 19,2026,North America,Cerium,Automotive,2100,Trade Agreements with Europe,Moderate Demand | |
| 20,2026,North America,Thulium,Medical,300,Stable Relations with China,Low Demand | |
| 21,2026,North America,Gadolinium,Healthcare,1800,Biotechnology Breakthrough,High Demand | |
| 22,2026,Europe,Samarium,Healthcare,1000,Decrease in Medical Imaging,Moderate Demand | |
| 23,2026,North America,Cerium,Mining,150,Efficient Mining Techniques,Low Demand | |
| 24,2026,North America,Holmium,Defense,2200,Increased Military Spending,High Demand | |
| 25,2027,North America,Yttrium,Aerospace,3000,Global Trade Agreements,High Demand | |
| 26,2022,North America,Erbium,Electronics,1600,Stable Domestic Supply Chain,Moderate Demand | |
| 27,2027,North America,Scandium,Aerospace,200,Breakthrough in Alternative Materials,Low Demand | |
| 28,2022,North America,Samarium,Defense,1800,Military Expansion,High Demand | |
| 29,2027,North America,Lanthanum,Clean Energy,1800,Increased Global Competition,Moderate Demand | |
| 30,2027,North America,Yttrium,Technology,1200,Increased Competition,Low Demand | |
| 31,2027,North America,Scandium,Aerospace,2000,New Propulsion Technology,High Demand | |
| 32,2027,Asia,Lanthanum,Clean Energy,2200,Increased Adoption of Electric Vehicles,Moderate Demand | |
| 33,2027,North America,Neodymium,Automotive,200,Shift to Aluminum,Low Demand | |
| 34,2027,North America,Thulium,Electronics,1800,Advancements in Telecommunications,High Demand | |
| 35,2028,North America,Erbium,Communication,2500,Innovative Technology Deployment,High Demand | |
| 36,2023,Asia-Pacific,Gadolinium,Defense,2200,Negotiations for New Trade Agreements,Moderate Demand | |
| 37,2028,North America,Erbium,Telecommunications,300,Development of Fiber Optics Technology,Low Demand | |
| 38,2023,North America,Cerium,Clean Energy,2800,New Green Legislation,High Demand | |
| 39,2028,North America,Praseodymium,Defense,1600,Strategic Partnerships,Moderate Demand | |
| 40,2028,North America,Praseodymium,Automotive,900,Breakthrough in Alternative Materials,Low Demand | |
| 41,2028,North America,Yttrium,Electronics,2400,Recycling Advances,High Demand | |
| 42,2028,Africa,Gadolinium,Defense,1400,Strengthened Alliances with Rare Earth Producers,Moderate Demand | |
| 43,2028,North America,Gadolinium,Magnetic Materials,100,Alternative Magnets Research,Low Demand | |
| 44,2028,North America,Terbium,Technology,1900,Rise in Electric Vehicle Production,High Demand | |
| 45,2029,North America,Holmium,Scientific Research,2000,Increased Funding for R&D,High Demand | |
| 46,2024,Europe,Neodymium,Clean Energy,1900,Growing Clean Energy Initiatives,Moderate Demand | |
| 47,2029,North America,Thulium,Medical,75,Shift to Renewable Energy,Low Demand | |
| 48,2024,North America,Europium,Automotive,2200,Shift to Electric Vehicles,High Demand | |
| 49,2029,North America,Dysprosium,Technology,1400,Geopolitical Stability,Moderate Demand | |
| 50,2029,North America,Gadolinium,Clean Energy,400,Increased Local Sourcing,Low Demand | |
| 51,2029,North America,Dysprosium,Aerospace,2600,Space Exploration Initiatives,High Demand | |
| 52,2029,Australia,Cerium,Automotive,1600,Discovery of New Mines,Moderate Demand | |
| 53,2029,North America,Yttrium,LED Technology,80,Innovation in Lighting,Low Demand | |
| 54,2029,North America,Yttrium,Clean Energy,1000,Government Incentives for Renewable Energy,High Demand | |
| 55,2030,North America,Thulium,Military,1800,Strategic Defense Initiatives,High Demand | |
| 56,2025,South America,Europium,Automotive,1400,Sustainable Energy Policies,Moderate Demand | |
| 57,2030,North America,Holmium,Defense,120,Peaceful Period in Global Politics,Low Demand | |
| 58,2025,North America,Neodymium,Technology,3200,Innovation in Magnets,High Demand | |
| 59,2030,North America,Europium,Clean Energy,1300,Increased Domestic Production,Moderate Demand | |
| 60,2030,North America,Holmium,Medical,600,Trade Agreements with Canada,Low Demand | |
| 61,2030,North America,Praseodymium,Defense,3000,Military Modernization,High Demand | |
| 62,2030,North America,Europium,Technology,1200,Innovation in Materials Science,Moderate Demand | |
| 63,2030,North America,Praseodymium,Naval Defense,90,Shifting Defense Priorities,Low Demand | |
| 64,2030,North America,Lutetium,Aerospace,600,New Aircraft Design,High Demand | |
| 65,2031,North America,Ytterbium,Automotive,1600,Vehicle Electrification Trend,High Demand | |
| 66,2026,North America,Dysprosium,Technology,1700,Development of Alternative Materials,Moderate Demand | |
| 67,2031,North America,Ytterbium,Automotive,180,Rise of Electric Vehicles,Low Demand | |
| 68,2026,North America,Dysprosium,Defense,1600,Strengthening Alliances,High Demand | |
| 69,2031,North America,Neodymium,Technology,1700,Tariff Implementation,Moderate Demand | |
| 70,2031,North America,Erbium,Technology,700,Breakthrough in Alternative Materials,Low Demand | |
| 71,2031,North America,Cerium,Automotive,2800,Electric Vehicle Boom,High Demand | |
| 72,2031,Asia,Neodymium,Clean Energy,2600,Expansion of Wind Turbines,Moderate Demand | |
| 73,2031,North America,Dysprosium,Medical Imaging,110,Adoption of Ultrasound Technology,Low Demand | |
| 74,2031,North America,Cerium,Automotive,2400,Shift to Electric Vehicles,High Demand | |
| 75,2032,North America,Lutetium,Specialty Metals,1500,Supply Chain Optimization,High Demand | |
| 76,2027,Asia-Pacific,Lanthanum,Electronics,2100,Rising Consumer Electronics Demand,Moderate Demand | |
| 77,2032,North America,Dysprosium,Renewable Energy,220,Favorable Trade Policies,Low Demand | |
| 78,2027,North America,Praseodymium,Aerospace,1400,Development of Lightweight Materials,High Demand | |
| 79,2032,North America,Cerium,Automotive,2200,Global Supply Chain Optimization,Moderate Demand | |
| 80,2032,North America,Dysprosium,Clean Energy,1000,Global Shortage of REEs,Low Demand | |
| 81,2032,North America,Lanthanum,Electronics,3200,Urbanization and IoT,High Demand | |
| 82,2032,Europe,Dysprosium,Defense,1300,Trade Agreements with Rare Earth Exporters,Moderate Demand | |
| 83,2032,North America,Europium,Renewable Energy,120,Reduction in Grid Dependency,Low Demand | |
| 84,2032,North America,Praseodymium,Technology,3500,Expansion of Data Centers,High Demand | |
| 85,2033,North America,Cerium,Environmental Technologies,1400,Stricter Environmental Regulations,High Demand | |
| 86,2028,Europe,Cerium,Automotive,1500,Stricter Environmental Regulations,Moderate Demand | |
| 87,2033,North America,Europium,Consumer Electronics,250,Technological Advancements,Low Demand | |
| 88,2028,North America,Lanthanum,Clean Energy,2600,Government Subsidies,High Demand | |
| 89,2033,North America,Samarium,Technology,1500,Economic Recovery,Moderate Demand | |
| 90,2033,North America,Cerium,Automotive,1100,Global Shortage of REEs,Low Demand | |
| 91,2033,North America,Erbium,Communications,2100,Fiber Optic Expansion,High Demand | |
| 92,2033,Australia,Praseodymium,Technology,2000,Breakthrough in Recycling Technologies,Moderate Demand | |
| 93,2033,North America,Lanthanum,Battery Technology,220,Advancement in Lithium-ion,Low Demand | |
| 94,2033,North America,Neodymium,Technology,4000,Emergence of New Applications in Smartphones,High Demand | |
| 95,2034,North America,Praseodymium,Magnetics,1300,Expansion of Magnetic Storage,High Demand | |
| 96,2029,North America,Yttrium,Clean Energy,1300,Public Investment in Renewable Energy,Moderate Demand | |
| 97,2034,North America,Thorium,Nuclear,90,Global Agreement on Nuclear Disarmament,Low Demand | |
| 98,2029,North America,Cerium,Automotive,2400,Advancements in Fuel Efficiency,High Demand | |
| 99,2034,North America,Praseodymium,Defense,1600,Geopolitical Stability,Moderate Demand | |