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RareEarthsDemandEconomicModeling

idx int64 0 97	date stringlengths 3 11	producer_country stringlengths 3 34	producer_company stringlengths 6 21	ore_element stringlengths 3 12	domestic_demand_tonnes int64 3.5k 14.5k	import_tonnes int64 1k 9.2k	export_tonnes int64 85 3.1k	average_price_per_ton float64 2.5 118	gdp_growth_rate float64 0.6 3.3	tech_advancement_index stringlengths 3 43 ⌀	policy_change_event stringlengths 13 34	label stringlengths 11 33
0	China	Tongwei	Lanthanum	5000	12,000	1,500	105	3.1	0.75	null	Manufacturing Demand	Forecasting
1	USA	Global Metals Inc.	Neodymium	750	9,500	3,000	110	2.9	0.8	Renewable Energy Policy	Manufacturing & Tech	Economic Modeling
2	Australia	Wesfarmers	Cerium	6200	8,000	2,500	98	3	0.6	Environmental Regulation	Commodity Market Trends	Data Collection
3	USA	Magneco Inc.	Dysprosium	480	7,000	2,200	120	2.8	0.7	Trade Agreement Signed	Economic Forecasting	Modeling Analysis
4	China	Shanghai Group	Praseodymium	3000	9,000	1,800	115	3.2	0.8	Export Tariffs	International Trade	Predictive Modeling
5	2021-06-01	USA	Baldor Electronics	Neodymium	7,700	8,700	2,300	112	2.9	0.75	Federal Subsidy	Forecasting
6	USA	NexTech Industries	Neodymium	950	13,000	2,000	112	2.5	0.9	Electric Vehicle Boom	Economic Modeling	Market Response Analysis
7	USA	AmeriChem Corp.	Europium	320	4,500	1,500	85	2.7	0.65	New Patent Legislation	Data Collection	Policy Impact
8	USA	GreenTech Solutions	Dysprosium	530	8,200	2,400	118	2.9	0.72	Renewable Energy Tax Credit	Modeling Analysis	Domestic Innovation
9	USA	Atlas Metals Inc.	Neodymium	7900	9,200	2,800	118	3.1	0.85	Research Subsidy	Predictive Modeling	Data Analysis
10	USA	NexTech Industries	Neodymium	850	9,500	2,500	108	2.8	0.85	Electric Vehicle Boom	Demand Forecasting	Economic Modeling
11	USA	NexTech Industries	Neodymium	850	9,500	2,500	112	2.8	0.85	Electric Vehicle Boom	Economic Modeling	Projected Increase
12	USA	Lynas Rare Earths	Dysprosium	430	6,800	1,900	125	2.7	0.72	null	Data Collection	Regular Entry
13	USA	RareMetals USA	Scandium	520	7,600	2,100	108	2.95	0.75	Minimum Wage Increase	Modeling Analysis	Economic Impact Assessment
14	USA	GreenTech Solutions	Dysprosium	510	8,200	2,400	118	2.9	0.72	Renewable Energy Policy	Economic Forecasting	Modeling Analysis
15	2021-07-01	USA	General Motors	Lanthanum	6,100	7,500	2,600	102	3	0.8	EV Incentives	Forecasting
16	Canada	Maple Minerals	Lanthanum	700	10,500	2,300	108	2.8	0.65	Innovation Funding Increase	Economic Forecasting	Policy Impact Assessment
17	Canada	NorthMetals	Gadolinium	410	5,500	1,000	90	3.3	0.6	Clean Energy Incentive	Data Collection	Economic Stimulus
18	USA	EcoMining Corp	Neodymium	810	9,700	3,100	122	3.1	0.78	Subsidy for Electric Vehicles	Modeling Analysis	Market Driven
19	China	Changzhou Galaxy New Materials Co.	Lanthanum	6400	9,800	2,000	107	3.3	0.88	Energy Efficiency Standards	Predictive Modeling	Market Analysis
20	Canada	Maple Resources	Lanthanum	600	7,000	3,500	103	2.9	0.7	Infrastructure Spending	Economic Modeling	Forecasting
21	Canada	EcoMetals Corp.	Europium	300	4,500	1,500	90	3	0.9	Renewable Energy Incentives	Economic Modeling	Sustainable Growth
22	USA	Global Metals Inc.	Neodymium	780	9,700	3,100	112	2.9	0.77	null	Data Collection	Regular Entry
23	Canada	Toronto Mining Ltd.	Yttrium	450	6,800	2,000	113	3.05	0.72	Renewable Energy Incentives	Modeling Analysis	Market Adaptation Study
24	USA	MagneCo Industries	Cerium	6300	7,500	3,000	102	3.1	0.68	Tech Industry Boom	Economic Modeling	Predictive Analysis
25	2021-08-01	China	Changsheng Holdings	Cerium	6,400	7,200	3,000	99	3.1	0.7	Local Production Boost	Forecasting
26	USA	Rare Metals Corp.	Cerium	680	12,000	3,500	102	3.1	0.75	Export Subsidies	Economic Modeling	Supply Chain Impact Study
27	Mexico	Minera Santa Rita	Dysprosium	550	8,500	2,300	118	2.5	0.7	Export Quota Reduction	Data Collection	Trade Policy Review
28	China	Beijing Metals Ltd	Europium	150	6,500	4,200	95	2.7	0.68	Export Restrictions	Modeling Analysis	Geopolitical Risk
29	USA	Liberty Rare Earths	Cerium	6800	9,500	2,400	112	2.9	0.82	Electric Vehicle Incentives	Predictive Modeling	Technology Forecast
30	Germany	RareEarth AG	Dysprosium	550	7,500	2,000	111	3	0.8	Renewable Energy Incentives	Demand Forecasting	Market Analysis
31	USA	Quantum Materials Inc.	Dysprosium	550	7,800	3,300	118	2.9	0.75	Recycling Initiatives	Economic Modeling	Circular Economy
32	China	China Minmetals Group	Praseodymium	3200	9,800	1,850	118	3.3	0.85	null	Data Collection	Regular Entry
33	Brazil	Orix Brazil	Neodymium	580	8,200	3,300	111	3.15	0.68	Trade Embargo	Modeling Analysis	Scenario Planning
34	China	HanTech Minerals	Lanthanum	5200	12,500	3,500	107	3.4	0.77	Export Tariffs	Economic Forecasting	Modeling Analysis
35	2021-09-01	USA	Neptune Energy	Dysprosium	3,900	6,800	2,000	117	2.8	0.85	Green Energy Funding	Forecasting
36	USA	MagnaTech Inc.	Dysprosium	530	8,500	1,600	125	3	0.85	Automotive Emission Standards	Economic Modeling	Regulatory Impact Study
37	Japan	Rare-Yu Ltd.	Holmium	300	4,800	1,700	102	3	0.8	Japan-US Free Trade Agreement	Data Collection	Trade Agreement Analysis
38	USA	Silicon Valley Metals	Samarium	340	6,000	2,700	108	3.2	0.76	Increase in Tech Demand	Modeling Analysis	Consumer Electronics Trend
39	Australia	Iluka Resources	Dysprosium	5600	10,500	2,200	102	3.4	0.75	Recycling Programs	Predictive Modeling	Environmental Impact
40	South Korea	Korea Rare Earths	Europium	400	8,000	3,200	107	3.1	0.82	Minor Tariff Adjustments	Commodity Market Trends	Forecasting
41	USA	Domestic Mining Co.	Lanthanum	720	8,700	2,700	107	3.1	0.82	Trade Sanctions	Economic Modeling	Geopolitical Risks
42	Australia	Rio Tinto	Cerium	6500	8,500	2,600	99	3.1	0.7	null	Data Collection	Regular Entry
43	Vietnam	Rare Earth Vietnam Ltd.	Europium	350	5,500	1,200	122	2.85	0.82	Export Subsidy Elimination	Modeling Analysis	Price Volatility Forecasting
44	Australia	ExtractCo	Neodymium	7800	9,800	4,000	115	3.3	0.8	Environmental Initiatives	Commodity Market Trends	Predictive Modeling
45	2021-10-01	India	Reliance Industries	Praseodymium	5,300	8,100	1,500	113	3.2	0.77	Export Quota Implementation	Forecasting
46	USA	Quantum Elements	Praseodymium	600	11,500	2,800	118	2.9	0.8	Tech Sector Expansion	Economic Modeling	Demand Projection
47	India	Sterling Mining	Samarium	400	6,300	1,900	107	3.5	0.75	Rare Earth Export Tax	Data Collection	Taxation Effects
48	Canada	Maple Resources Inc	Lanthanum	490	7,600	2,300	102	2.8	0.65	Infrastructure Development Funding	Modeling Analysis	Federal Investment
49	China	Xuzhou Magewa New Material Co.	Praseodymium	4700	11,000	2,600	113	3.5	0.87	Export Quotas	Predictive Modeling	Supply Chain Analysis
50	Brazil	Brazil Rare Elements	Gadolinium	700	6,000	4,000	99	2.7	0.6	New Mining Policy	Market Dynamics	Forecasting
51	USA	Techtronics Ltd.	Samarium	400	6,000	2,200	102	2.8	0.8	Tech Industry Expansion	Economic Modeling	Market Penetration
52	USA	Magneco Inc.	Dysprosium	470	7,200	2,300	122	2.8	0.73	null	Data Collection	Regular Entry
53	Indonesia	Bintaro Rare Earths	Dysprosium	610	8,900	2,900	118	3	0.77	Exchange Rate Fluctuation	Modeling Analysis	Foreign Exchange Risk Analysis
54	Canada	North American Mining	Praseodymium	3500	7,500	3,000	123	2.7	0.65	Resource Nationalism	Economic Forecasting	Predictive Modeling
55	2021-11-01	USA	Duke Energy	Lanthanum	6,800	7,900	3,100	100	2.95	0.82	Renewable Energy Tax Credits	Forecasting
56	USA	EcoElectron Inc.	Europium	550	9,500	2,100	109	3.2	0.9	Energy Storage Advancements	Economic Modeling	Technology Adoption Trend
57	USA	RareMetals Inc.	Neodymium	830	10,500	3,100	113	2.6	0.8	Strategic Reserve Release	Data Collection	Supply Dynamics
58	Australia	Outback Minerals	Cerium	580	7,900	2,900	105	3	0.7	Miners' Union Negotiations	Modeling Analysis	Labour Market Conditions
59	USA	Magneco Inc.	Lanthanum	7500	8,900	2,700	114	2.8	0.78	Renewable Energy Growth	Predictive Modeling	Economic Trend
60	Russia	Russian Rare Earths Ltd.	Samarium	650	7,500	3,500	100	3.3	0.78	Economic Sanctions	Economic Modeling	Demand Projection
61	China	Highland Rare Earth	Cerium	950	12,000	2,800	95	3.2	0.8	Ministry of Industry Policy	Economic Modeling	Government Intervention
62	China	Zhejiang Huayou Cobalt	Lanthanum	5200	13,000	1,700	102	3.4	0.83	null	Data Collection	Regular Entry
63	Germany	Berlin Rare Metals AG	Lanthanum	500	9,300	2,700	107	2.9	0.74	Sustainable Development Goals	Modeling Analysis	Sustainability Trend Analysis
64	USA	Allied Elements Corp.	Europium	460	8,100	2,700	112	2.8	0.71	Trade Agreement Negotiations	Economic Modeling	Predictive Analysis
65	2021-12-01	China	Changjiang Cerium Co.	Cerium	6,600	7,000	2,800	97	3.3	0.65	Domestic Consumption Tax Reduction	Forecasting
66	USA	PureRare Metals	Samarium	480	9,000	2,400	122	2.7	0.65	Trade Deal with China	Economic Modeling	Trade Agreement Impact
67	China	Beijing Rare Earth Co.	Lanthanum	5600	9,200	2,500	96	3.4	0.7	Stricter Environmental Standards	Data Collection	Regulatory Compliance
68	USA	Northwest Rare Earths	Praseodymium	410	7,100	2,500	119	2.7	0.73	Climate Policy	Modeling Analysis	Green Technology Incentives
69	USA	Global Metals Inc.	Cerium	8100	10,200	2,900	108	3.2	0.81	Federal Support for R&D	Predictive Modeling	Innovation Analysis
70	India	Indian Minerals Corp.	Praseodymium	500	8,500	4,500	105	3.2	0.8	Export Tariff Changes	International Trade	Forecasting
71	USA	GreenTech Solutions	Gadolinium	300	4,000	1,000	114	2.9	0.77	Renewable Energy Storage	Economic Modeling	Emerging Technologies
72	USA	Magneco Inc.	Praseodymium	390	8,500	2,100	117	2.6	0.69	null	Data Collection	Regular Entry
73	Sweden	Stockholm Minerals AB	Cerium	490	7,900	3,100	119	3.1	0.78	Climate Change Legislation	Modeling Analysis	Environmental Policy Impact Study
74	China	Global Minerals Ltd.	Lanthanum	5300	12,800	3,300	109	3.2	0.76	Domestic Production Policies	Economic Forecasting	Modeling Analysis
75	2022-01-01	USA	Corning Incorporated	Neodymium	7,900	9,200	2,700	111	2.85	0.78	Economic Stimulus Package	Forecasting
76	USA	UltraRare Elements	Gadolinium	670	12,500	3,000	107	3.3	0.85	Manufacturing Sector Growth	Economic Modeling	Sectoral Demand Analysis
77	USA	Northwest Mining	Cerium	7000	8,800	2,900	99	3.1	0.77	Subsidy for Renewable Energy	Data Collection	Subsidy Effects
78	Canada	Boreal Metals Corp	Lanthanum	600	8,300	3,000	111	3.3	0.71	Discovery of New Mine	Modeling Analysis	Resource Expansion
79	China	Tongwei	Neodymium	7800	11,200	2,500	111	3.1	0.79	Technology Breakthroughs	Predictive Modeling	Investment Projections
80	USA	ElectroMet Co.	Cerium	900	9,500	3,000	102	2.6	0.75	Technological Breakthrough	Innovation Forecasting	Economic Modeling
81	Canada	Pure Earth Resources	Neodymium	600	8,000	2,500	111	3	0.8	Infrastructure Development	Economic Modeling	Federal Support
82	China	Ganzhou Ganzhisheng Mining	Neodymium	8000	14,500	3,000	111	3.2	0.82	null	Data Collection	Regular Entry
83	India	Raj Minerals Pvt Ltd.	Praseodymium	560	9,700	2,500	125	3.2	0.81	Tax Reforms	Modeling Analysis	Fiscal Policy Impact Study
84	USA	Rare Earth Innovations	Dysprosium	500	8,500	2,600	120	3	0.75	Tech Industry Boom	Economic Modeling	Predictive Analysis
85	2022-02-01	Australia	Seadrill	Dysprosium	3,500	6,500	1,700	118	3.05	0.72	Offshore Drilling Boom	Forecasting
86	USA	HardRare Co.	Erbium	450	9,200	2,700	113	2.6	0.7	Clean Energy Incentives	Economic Modeling	Policy Incentive Effects
87	Australia	Rare Earth Australia Ltd.	Europium	640	9,000	3,300	103	2.9	0.75	New Mining Licenses	Data Collection	Market Entry
88	USA	Sunlight Mining Co.	Dysprosium	680	9,200	2,800	125	2.9	0.75	Export Tariff Repeal	Modeling Analysis	Trade Liberalization
89	Australia	Wesfarmers	Praseodymium	4900	10,300	2,300	105	3.5	0.77	Trade Dispute Resolution	Predictive Modeling	Geopolitical Analysis
90	Australia	Aussie Rare Metals	Neodymium	800	9,000	2,800	109	3.4	0.83	Increased Electricity Costs	Commodity Market Trends	Forecasting
91	China	SinoRare Metals	Dysprosium	500	9,000	2,000	125	3.1	0.78	Export Quotas	Economic Modeling	Supply Constraints
92	Australia	Tasmanite Ltd.	Cerium	6400	8,200	2,500	97	3	0.71	null	Data Collection	Regular Entry
93	Australia	Murray River Mining Co.	Samarium	470	8,500	3,500	123	3.05	0.76	Export Tax Adjustment	Modeling Analysis	Taxation and Export Strategy
94	Australia	GeoRare Resources	Cerium	6400	7,700	3,200	100	3.1	0.67	Resource Nationalism	Commodity Market Trends	Predictive Modeling
95	2022-03-01	China	Fujian Xingtai Group	Praseodymium	5,100	8,400	1,200	116	3.1	0.75	Domestic Recycling Program	Forecasting
97	South Korea	Gumi Minerals	Praseodymium	450	6,800	1,600	112	2.8	0.82	South Korean Rare Earth Company Acquisition	Data Collection	Market Concentration

RareEarthsDemandEconomicModeling

tags: economic modeling, demand forecasting, rare earth market trends

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

Dataset Description:

The 'RareEarthsDemandEconomicModeling' dataset compiles historical and predictive data regarding the demand for rare earth elements (REEs) in the United States. It includes variables such as production volumes, import and export figures, price indices, technological advancements, policy changes, and economic indicators. The dataset is intended for researchers and analysts in the field of economic modeling, focusing on demand forecasting and the assessment of market trends in the rare earth sector. The inclusion of a 'label' column indicates the categorization of each entry based on the source or nature of the data, which helps in further analysis or segmentation of the dataset.

CSV Content Preview:

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
2021-01-01,China,Tongwei,Lanthanum,5000,12000,1500,105,3.1,0.75,None,Manufacturing Demand,Forecasting
2021-02-01,USA,Global Metals Inc.,Neodymium,750,9500,3000,110,2.9,0.8,Renewable Energy Policy,Manufacturing & Tech,Economic Modeling
2021-03-01,Australia,Wesfarmers,Cerium,6200,8000,2500,98,3.0,0.6,Environmental Regulation,Commodity Market Trends,Data Collection
2021-04-01,USA,Magneco Inc.,Dysprosium,480,7000,2200,120,2.8,0.7,Trade Agreement Signed,Economic Forecasting,Modeling Analysis
2021-05-01,China,Shanghai Group,Praseodymium,3000,9000,1800,115,3.2,0.8,Export Tariffs,International Trade,Predictive Modeling

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=RareEarthsDemandEconomicModeling&tags=economic+modeling,+demand+forecasting,+rare+earth+market+trends
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:

12.1 kB

Size of the auto-converted Parquet files:

14.1 kB

Number of rows: