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+idx,date,producer_country,producer_company,ore_element,domestic_demand_tonnes,import_tonnes,export_tonnes,average_price_per_ton,gdp_growth_rate,tech_advancement_index,policy_change_event,label
+0,China,Tongwei,Lanthanum,5000,12000,1500,105,3.1,0.75,,Manufacturing Demand,Forecasting
+1,USA,Global Metals Inc.,Neodymium,750,9500,3000,110,2.9,0.8,Renewable Energy Policy,Manufacturing & Tech,Economic Modeling
+2,Australia,Wesfarmers,Cerium,6200,8000,2500,98,3.0,0.6,Environmental Regulation,Commodity Market Trends,Data Collection
+3,USA,Magneco Inc.,Dysprosium,480,7000,2200,120,2.8,0.7,Trade Agreement Signed,Economic Forecasting,Modeling Analysis
+4,China,Shanghai Group,Praseodymium,3000,9000,1800,115,3.2,0.8,Export Tariffs,International Trade,Predictive Modeling
+5,2021-06-01,USA,Baldor Electronics,Neodymium,7700,8700,2300,112.0,2.9,0.75,Federal Subsidy,Forecasting
+6,USA,NexTech Industries,Neodymium,950,13000,2000,112,2.5,0.9,Electric Vehicle Boom,Economic Modeling,Market Response Analysis
+7,USA,AmeriChem Corp.,Europium,320,4500,1500,85,2.7,0.65,New Patent Legislation,Data Collection,Policy Impact
+8,USA,GreenTech Solutions,Dysprosium,530,8200,2400,118,2.9,0.72,Renewable Energy Tax Credit,Modeling Analysis,Domestic Innovation
+9,USA,Atlas Metals Inc.,Neodymium,7900,9200,2800,118,3.1,0.85,Research Subsidy,Predictive Modeling,Data Analysis
+10,USA,NexTech Industries,Neodymium,850,9500,2500,108,2.8,0.85,Electric Vehicle Boom,Demand Forecasting,Economic Modeling
+11,USA,NexTech Industries,Neodymium,850,9500,2500,112,2.8,0.85,Electric Vehicle Boom,Economic Modeling,Projected Increase
+12,USA,Lynas Rare Earths,Dysprosium,430,6800,1900,125,2.7,0.72,,Data Collection,Regular Entry
+13,USA,RareMetals USA,Scandium,520,7600,2100,108,2.95,0.75,Minimum Wage Increase,Modeling Analysis,Economic Impact Assessment
+14,USA,GreenTech Solutions,Dysprosium,510,8200,2400,118,2.9,0.72,Renewable Energy Policy,Economic Forecasting,Modeling Analysis
+15,2021-07-01,USA,General Motors,Lanthanum,6100,7500,2600,102.0,3.0,0.8,EV Incentives,Forecasting
+16,Canada,Maple Minerals,Lanthanum,700,10500,2300,108,2.8,0.65,Innovation Funding Increase,Economic Forecasting,Policy Impact Assessment
+17,Canada,NorthMetals,Gadolinium,410,5500,1000,90,3.3,0.6,Clean Energy Incentive,Data Collection,Economic Stimulus
+18,USA,EcoMining Corp,Neodymium,810,9700,3100,122,3.1,0.78,Subsidy for Electric Vehicles,Modeling Analysis,Market Driven
+19,China,Changzhou Galaxy New Materials Co.,Lanthanum,6400,9800,2000,107,3.3,0.88,Energy Efficiency Standards,Predictive Modeling,Market Analysis
+20,Canada,Maple Resources,Lanthanum,600,7000,3500,103,2.9,0.7,Infrastructure Spending,Economic Modeling,Forecasting
+21,Canada,EcoMetals Corp.,Europium,300,4500,1500,90,3.0,0.9,Renewable Energy Incentives,Economic Modeling,Sustainable Growth
+22,USA,Global Metals Inc.,Neodymium,780,9700,3100,112,2.9,0.77,,Data Collection,Regular Entry
+23,Canada,Toronto Mining Ltd.,Yttrium,450,6800,2000,113,3.05,0.72,Renewable Energy Incentives,Modeling Analysis,Market Adaptation Study
+24,USA,MagneCo Industries,Cerium,6300,7500,3000,102,3.1,0.68,Tech Industry Boom,Economic Modeling,Predictive Analysis
+25,2021-08-01,China,Changsheng Holdings,Cerium,6400,7200,3000,99.0,3.1,0.7,Local Production Boost,Forecasting
+26,USA,Rare Metals Corp.,Cerium,680,12000,3500,102,3.1,0.75,Export Subsidies,Economic Modeling,Supply Chain Impact Study
+27,Mexico,Minera Santa Rita,Dysprosium,550,8500,2300,118,2.5,0.7,Export Quota Reduction,Data Collection,Trade Policy Review
+28,China,Beijing Metals Ltd,Europium,150,6500,4200,95,2.7,0.68,Export Restrictions,Modeling Analysis,Geopolitical Risk
+29,USA,Liberty Rare Earths,Cerium,6800,9500,2400,112,2.9,0.82,Electric Vehicle Incentives,Predictive Modeling,Technology Forecast
+30,Germany,RareEarth AG,Dysprosium,550,7500,2000,111,3.0,0.8,Renewable Energy Incentives,Demand Forecasting,Market Analysis
+31,USA,Quantum Materials Inc.,Dysprosium,550,7800,3300,118,2.9,0.75,Recycling Initiatives,Economic Modeling,Circular Economy
+32,China,China Minmetals Group,Praseodymium,3200,9800,1850,118,3.3,0.85,,Data Collection,Regular Entry
+33,Brazil,Orix Brazil,Neodymium,580,8200,3300,111,3.15,0.68,Trade Embargo,Modeling Analysis,Scenario Planning
+34,China,HanTech Minerals,Lanthanum,5200,12500,3500,107,3.4,0.77,Export Tariffs,Economic Forecasting,Modeling Analysis
+35,2021-09-01,USA,Neptune Energy,Dysprosium,3900,6800,2000,117.0,2.8,0.85,Green Energy Funding,Forecasting
+36,USA,MagnaTech Inc.,Dysprosium,530,8500,1600,125,3.0,0.85,Automotive Emission Standards,Economic Modeling,Regulatory Impact Study
+37,Japan,Rare-Yu Ltd.,Holmium,300,4800,1700,102,3.0,0.8,Japan-US Free Trade Agreement,Data Collection,Trade Agreement Analysis
+38,USA,Silicon Valley Metals,Samarium,340,6000,2700,108,3.2,0.76,Increase in Tech Demand,Modeling Analysis,Consumer Electronics Trend
+39,Australia,Iluka Resources,Dysprosium,5600,10500,2200,102,3.4,0.75,Recycling Programs,Predictive Modeling,Environmental Impact
+40,South Korea,Korea Rare Earths,Europium,400,8000,3200,107,3.1,0.82,Minor Tariff Adjustments,Commodity Market Trends,Forecasting
+41,USA,Domestic Mining Co.,Lanthanum,720,8700,2700,107,3.1,0.82,Trade Sanctions,Economic Modeling,Geopolitical Risks
+42,Australia,Rio Tinto,Cerium,6500,8500,2600,99,3.1,0.7,,Data Collection,Regular Entry
+43,Vietnam,Rare Earth Vietnam Ltd.,Europium,350,5500,1200,122,2.85,0.82,Export Subsidy Elimination,Modeling Analysis,Price Volatility Forecasting
+44,Australia,ExtractCo,Neodymium,7800,9800,4000,115,3.3,0.8,Environmental Initiatives,Commodity Market Trends,Predictive Modeling
+45,2021-10-01,India,Reliance Industries,Praseodymium,5300,8100,1500,113.0,3.2,0.77,Export Quota Implementation,Forecasting
+46,USA,Quantum Elements,Praseodymium,600,11500,2800,118,2.9,0.8,Tech Sector Expansion,Economic Modeling,Demand Projection
+47,India,Sterling Mining,Samarium,400,6300,1900,107,3.5,0.75,Rare Earth Export Tax,Data Collection,Taxation Effects
+48,Canada,Maple Resources Inc,Lanthanum,490,7600,2300,102,2.8,0.65,Infrastructure Development Funding,Modeling Analysis,Federal Investment
+49,China,Xuzhou Magewa New Material Co.,Praseodymium,4700,11000,2600,113,3.5,0.87,Export Quotas,Predictive Modeling,Supply Chain Analysis
+50,Brazil,Brazil Rare Elements,Gadolinium,700,6000,4000,99,2.7,0.6,New Mining Policy,Market Dynamics,Forecasting
+51,USA,Techtronics Ltd.,Samarium,400,6000,2200,102,2.8,0.8,Tech Industry Expansion,Economic Modeling,Market Penetration
+52,USA,Magneco Inc.,Dysprosium,470,7200,2300,122,2.8,0.73,,Data Collection,Regular Entry
+53,Indonesia,Bintaro Rare Earths,Dysprosium,610,8900,2900,118,3.0,0.77,Exchange Rate Fluctuation,Modeling Analysis,Foreign Exchange Risk Analysis
+54,Canada,North American Mining,Praseodymium,3500,7500,3000,123,2.7,0.65,Resource Nationalism,Economic Forecasting,Predictive Modeling
+55,2021-11-01,USA,Duke Energy,Lanthanum,6800,7900,3100,100.0,2.95,0.82,Renewable Energy Tax Credits,Forecasting
+56,USA,EcoElectron Inc.,Europium,550,9500,2100,109,3.2,0.9,Energy Storage Advancements,Economic Modeling,Technology Adoption Trend
+57,USA,RareMetals Inc.,Neodymium,830,10500,3100,113,2.6,0.8,Strategic Reserve Release,Data Collection,Supply Dynamics
+58,Australia,Outback Minerals,Cerium,580,7900,2900,105,3.0,0.7,Miners' Union Negotiations,Modeling Analysis,Labour Market Conditions
+59,USA,Magneco Inc.,Lanthanum,7500,8900,2700,114,2.8,0.78,Renewable Energy Growth,Predictive Modeling,Economic Trend
+60,Russia,Russian Rare Earths Ltd.,Samarium,650,7500,3500,100,3.3,0.78,Economic Sanctions,Economic Modeling,Demand Projection
+61,China,Highland Rare Earth,Cerium,950,12000,2800,95,3.2,0.8,Ministry of Industry Policy,Economic Modeling,Government Intervention
+62,China,Zhejiang Huayou Cobalt,Lanthanum,5200,13000,1700,102,3.4,0.83,,Data Collection,Regular Entry
+63,Germany,Berlin Rare Metals AG,Lanthanum,500,9300,2700,107,2.9,0.74,Sustainable Development Goals,Modeling Analysis,Sustainability Trend Analysis
+64,USA,Allied Elements Corp.,Europium,460,8100,2700,112,2.8,0.71,Trade Agreement Negotiations,Economic Modeling,Predictive Analysis
+65,2021-12-01,China,Changjiang Cerium Co.,Cerium,6600,7000,2800,97.0,3.3,0.65,Domestic Consumption Tax Reduction,Forecasting
+66,USA,PureRare Metals,Samarium,480,9000,2400,122,2.7,0.65,Trade Deal with China,Economic Modeling,Trade Agreement Impact
+67,China,Beijing Rare Earth Co.,Lanthanum,5600,9200,2500,96,3.4,0.7,Stricter Environmental Standards,Data Collection,Regulatory Compliance
+68,USA,Northwest Rare Earths,Praseodymium,410,7100,2500,119,2.7,0.73,Climate Policy,Modeling Analysis,Green Technology Incentives
+69,USA,Global Metals Inc.,Cerium,8100,10200,2900,108,3.2,0.81,Federal Support for R&D,Predictive Modeling,Innovation Analysis
+70,India,Indian Minerals Corp.,Praseodymium,500,8500,4500,105,3.2,0.8,Export Tariff Changes,International Trade,Forecasting
+71,USA,GreenTech Solutions,Gadolinium,300,4000,1000,114,2.9,0.77,Renewable Energy Storage,Economic Modeling,Emerging Technologies
+72,USA,Magneco Inc.,Praseodymium,390,8500,2100,117,2.6,0.69,,Data Collection,Regular Entry
+73,Sweden,Stockholm Minerals AB,Cerium,490,7900,3100,119,3.1,0.78,Climate Change Legislation,Modeling Analysis,Environmental Policy Impact Study
+74,China,Global Minerals Ltd.,Lanthanum,5300,12800,3300,109,3.2,0.76,Domestic Production Policies,Economic Forecasting,Modeling Analysis
+75,2022-01-01,USA,Corning Incorporated,Neodymium,7900,9200,2700,111.0,2.85,0.78,Economic Stimulus Package,Forecasting
+76,USA,UltraRare Elements,Gadolinium,670,12500,3000,107,3.3,0.85,Manufacturing Sector Growth,Economic Modeling,Sectoral Demand Analysis
+77,USA,Northwest Mining,Cerium,7000,8800,2900,99,3.1,0.77,Subsidy for Renewable Energy,Data Collection,Subsidy Effects
+78,Canada,Boreal Metals Corp,Lanthanum,600,8300,3000,111,3.3,0.71,Discovery of New Mine,Modeling Analysis,Resource Expansion
+79,China,Tongwei,Neodymium,7800,11200,2500,111,3.1,0.79,Technology Breakthroughs,Predictive Modeling,Investment Projections
+80,USA,ElectroMet Co.,Cerium,900,9500,3000,102,2.6,0.75,Technological Breakthrough,Innovation Forecasting,Economic Modeling
+81,Canada,Pure Earth Resources,Neodymium,600,8000,2500,111,3.0,0.8,Infrastructure Development,Economic Modeling,Federal Support
+82,China,Ganzhou Ganzhisheng Mining,Neodymium,8000,14500,3000,111,3.2,0.82,,Data Collection,Regular Entry
+83,India,Raj Minerals Pvt Ltd.,Praseodymium,560,9700,2500,125,3.2,0.81,Tax Reforms,Modeling Analysis,Fiscal Policy Impact Study
+84,USA,Rare Earth Innovations,Dysprosium,500,8500,2600,120,3.0,0.75,Tech Industry Boom,Economic Modeling,Predictive Analysis
+85,2022-02-01,Australia,Seadrill,Dysprosium,3500,6500,1700,118.0,3.05,0.72,Offshore Drilling Boom,Forecasting
+86,USA,HardRare Co.,Erbium,450,9200,2700,113,2.6,0.7,Clean Energy Incentives,Economic Modeling,Policy Incentive Effects
+87,Australia,Rare Earth Australia Ltd.,Europium,640,9000,3300,103,2.9,0.75,New Mining Licenses,Data Collection,Market Entry
+88,USA,Sunlight Mining Co.,Dysprosium,680,9200,2800,125,2.9,0.75,Export Tariff Repeal,Modeling Analysis,Trade Liberalization
+89,Australia,Wesfarmers,Praseodymium,4900,10300,2300,105,3.5,0.77,Trade Dispute Resolution,Predictive Modeling,Geopolitical Analysis
+90,Australia,Aussie Rare Metals,Neodymium,800,9000,2800,109,3.4,0.83,Increased Electricity Costs,Commodity Market Trends,Forecasting
+91,China,SinoRare Metals,Dysprosium,500,9000,2000,125,3.1,0.78,Export Quotas,Economic Modeling,Supply Constraints
+92,Australia,Tasmanite Ltd.,Cerium,6400,8200,2500,97,3.0,0.71,,Data Collection,Regular Entry
+93,Australia,Murray River Mining Co.,Samarium,470,8500,3500,123,3.05,0.76,Export Tax Adjustment,Modeling Analysis,Taxation and Export Strategy
+94,Australia,GeoRare Resources,Cerium,6400,7700,3200,100,3.1,0.67,Resource Nationalism,Commodity Market Trends,Predictive Modeling
+95,2022-03-01,China,Fujian Xingtai Group,Praseodymium,5100,8400,1200,116.0,3.1,0.75,Domestic Recycling Program,Forecasting
+97,South Korea,Gumi Minerals,Praseodymium,450,6800,1600,112,2.8,0.82,South Korean Rare Earth Company Acquisition,Data Collection,Market Concentration