data.csv

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