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GlobalCopperSupplyForecastingDataset

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Time Series Forecasting

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train · 279 rows

Date stringlengths 10 10	Copper price float64 0.64 4.69	Cash Costs float64 0.08 1.9	Transport float64 905 2.13k	Stock int64 588k 21.2M	Oil Price float64 18.4 133	M_GDP float64 435 9.35k
2000-01-01	0.855289	0.39	928.6	15,868,200	25.511	435.48
2000-02-01	0.827855	0.39	928.6	16,834,150	27.775714	435.48
2000-03-01	0.80513	0.39	928.6	18,638,525	27.486087	435.48
2000-04-01	0.776305	0.39	966.68	13,103,150	22.764444	476.12
2000-05-01	0.831318	0.39	966.68	13,712,200	27.737619	476.12
2000-06-01	0.811045	0.39	966.68	12,823,725	29.795455	476.12
2000-07-01	0.844947	0.38	967.31	11,043,875	28.682381	548.88
2000-08-01	0.868552	0.38	967.31	10,180,150	30.196087	548.88
2000-09-01	0.922725	0.38	967.31	8,991,150	33.144762	548.88
2000-10-01	0.878818	0.4	993.42	8,581,600	30.960909	716.63
2000-11-01	0.833695	0.4	993.42	8,046,825	32.552273	716.63
2000-12-01	0.869475	0.4	993.42	6,514,475	25.66	716.63
2001-01-01	0.833429	0.43	905	7,947,050	25.624545	510.85
2001-02-01	0.820347	0.43	905	6,140,325	27.5035	510.85
2001-03-01	0.806886	0.43	905	8,096,450	24.497273	510.85
2001-04-01	0.76647	0.39	949	8,058,550	25.657143	527.8
2001-05-01	0.776341	0.39	949	9,224,500	28.313636	527.8
2001-06-01	0.729119	0.39	949	9,004,250	27.849048	527.8
2001-07-01	0.701071	0.36	996	12,528,725	24.613636	531.76
2001-08-01	0.676574	0.36	996	14,605,325	25.68	531.76
2001-09-01	0.659824	0.36	996	13,604,975	25.6195	531.76
2001-10-01	0.636696	0.38	1,048	17,008,925	20.537826	591.38
2001-11-01	0.66309	0.38	1,048	16,289,950	18.797273	591.38
2001-12-01	0.681305	0.38	1,048	13,275,300	18.705263	591.38
2002-01-01	0.702	0.39	1,037	17,987,200	19.416818	462.3
2002-02-01	0.724553	0.39	1,037	17,585,175	20.2755	462.3
2002-03-01	0.74995	0.39	1,037	18,468,500	23.696667	462.3
2002-04-01	0.733391	0.39	1,064	20,192,900	25.728636	548.38
2002-05-01	0.73675	0.39	1,064	21,239,400	25.345455	548.38
2002-06-01	0.764655	0.39	1,064	16,461,400	24.081667	548.38
2002-07-01	0.72819	0.37	1,006	20,261,725	25.736087	596.5
2002-08-01	0.68065	0.37	1,006	18,709,425	26.651364	596.5
2002-09-01	0.68485	0.37	1,006	18,631,525	28.399524	596.5
2002-10-01	0.686413	0.4	1,035	19,832,125	27.543043	779.16
2002-11-01	0.727489	0.4	1,035	18,153,100	24.335238	779.16
2002-12-01	0.726186	0.4	1,035	16,369,850	28.3345	779.16
2003-01-01	0.757619	0.4	946	18,721,975	31.183636	706.26
2003-02-01	0.771526	0.4	946	16,638,300	32.771	706.26
2003-03-01	0.760667	0.4	946	17,421,825	30.612381	706.26
2003-04-01	0.723348	0.36	1,131	15,855,000	25.067727	762.31
2003-05-01	0.754333	0.36	1,131	15,489,900	25.857727	762.31
2003-06-01	0.771195	0.36	1,131	14,647,550	27.652857	762.31
2003-07-01	0.784318	0.35	1,118	14,754,800	28.348696	847.38
2003-08-01	0.801943	0.35	1,118	12,428,900	29.888095	847.38
2003-09-01	0.824595	0.35	1,118	13,226,500	27.112273	847.38
2003-10-01	0.883935	0.36	1,193	12,625,325	29.607826	1,100.49
2003-11-01	0.927556	0.36	1,193	9,878,475	28.7525	1,100.49
2003-12-01	0.996776	0.36	1,193	9,500,250	29.807143	1,100.49
2004-01-01	1.104526	0.42	1,056	8,420,875	31.280952	1,303.12
2004-02-01	1.252216	0.42	1,056	6,437,525	30.8585	1,303.12
2004-03-01	1.342957	0.42	1,056	5,456,375	33.634348	1,303.12
2004-04-01	1.279733	0.22	1,076	3,303,350	33.590909	1,561.59
2004-05-01	1.209125	0.22	1,076	2,736,425	37.567619	1,561.59
2004-06-01	1.207086	0.22	1,076	2,586,625	35.183636	1,561.59
2004-07-01	1.26769	0.25	1,165	2,089,700	38.221364	1,826.87
2004-08-01	1.274782	0.25	1,165	1,981,000	42.744091	1,826.87
2004-09-01	1.312357	0.25	1,165	2,273,650	43.196818	1,826.87
2004-10-01	1.344952	0.12	1,182	1,843,075	49.776667	1,940.63
2004-11-01	1.385625	0.12	1,182	1,486,575	43.110455	1,940.63
2004-12-01	1.419086	0.12	1,182	1,145,200	39.602174	1,940.63
2005-01-01	1.407125	0.08	1,435	914,575	44.509	1,827.34
2005-02-01	1.440647	0.08	1,435	1,066,150	45.475	1,827.34
2005-03-01	1.484932	0.08	1,435	1,028,875	53.104545	1,827.34
2005-04-01	1.479176	0.1	1,480	1,097,100	51.88381	2,013.82
2005-05-01	1.411976	0.1	1,480	1,089,525	48.645455	2,013.82
2005-06-01	1.559609	0.1	1,480	812,175	54.354545	2,013.82
2005-07-01	1.57125	0.31	1,469	587,625	57.52	2,393.12
2005-08-01	1.662874	0.31	1,469	1,134,775	63.983478	2,393.12
2005-09-01	1.66881	0.31	1,469	1,705,000	62.908182	2,393.12
2005-10-01	1.798071	0.39	1,474	1,420,100	58.538571	2,737.39
2005-11-01	1.910035	0.39	1,474	1,477,175	55.241818	2,737.39
2005-12-01	2.099424	0.39	1,474	1,544,600	56.855714	2,737.39
2006-01-01	2.129575	0.5	1,505	2,110,850	62.985238	3,257.11
2006-02-01	2.245084	0.5	1,505	2,069,425	60.21	3,257.11
2006-03-01	2.309522	0.5	1,505	2,904,825	62.064783	3,257.11
2006-04-01	2.907589	0.44	1,378	2,079,650	70.26	4,165.54
2006-05-01	3.622455	0.44	1,378	2,335,175	69.776957	4,165.54
2006-06-01	3.296736	0.44	1,378	2,260,200	68.555909	4,165.54
2006-07-01	3.538421	0.31	1,465	1,985,825	73.674286	4,231.55
2006-08-01	3.507052	0.31	1,465	2,501,350	73.230435	4,231.55
2006-09-01	3.458625	0.31	1,465	2,587,950	61.958571	4,231.55
2006-10-01	3.406091	0.38	1,594	2,576,300	57.808182	4,021.39
2006-11-01	3.173475	0.38	1,594	3,322,300	58.761364	4,021.39
2006-12-01	3.020295	0.38	1,594	3,241,900	62.472105	4,021.39
2007-01-01	2.5826	0.36	1,574	4,365,550	53.681429	4,069.87
2007-02-01	2.605926	0.36	1,574	4,259,775	57.555789	4,069.87
2007-03-01	2.929591	0.36	1,574	4,267,225	62.050455	4,069.87
2007-04-01	3.514455	0.25	1,643	3,254,675	67.485789	4,603.13
2007-05-01	3.484636	0.25	1,643	2,981,425	67.212273	4,603.13
2007-06-01	3.386162	0.25	1,643	2,508,825	71.045714	4,603.13
2007-07-01	3.59419	0.3	1,535	2,250,725	76.93	4,340.4
2007-08-01	3.349426	0.3	1,535	2,620,025	70.76087	4,340.4
2007-09-01	3.459026	0.3	1,535	2,698,900	77.173158	4,340.4
2007-10-01	3.60187	0.36	1,568	3,292,875	82.34	4,162.66
2007-11-01	3.134305	0.36	1,568	3,934,025	92.414286	4,162.66
2007-12-01	3.02965	0.36	1,568	3,471,150	90.926842	4,162.66
2008-01-01	3.215452	0.72	1,497	4,125,250	92.178095	3,870.34
2008-02-01	3.59344	0.72	1,497	3,260,325	94.9865	3,870.34
2008-03-01	3.789789	0.72	1,497	2,411,600	103.6355	3,870.34
2008-04-01	3.911309	0.72	1,711	2,502,850	109.071364	3,496.44

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CanariaView Global Copper Supply Forecasting Dataset

Description

This dataset encompasses economic and industrial indicators vital for constructing a copper supply forecasting model.

Coverage Period: Monthly data from January 2000 to March 2023, encompassing a total of 279 months.

Column Descriptions and Sources:

Copper price: MacroTrends
Cash Costs (Antofagasta's Pure Mining Costs): Antofagasta Annual Report
Transport (Antofagasta's Transportation Cost): Antofagasta Annual Report
Stock (LME Copper Stock): MacroMicro
Oil Price: Source - EIA
M_GDP (Chile Copper Mining GDP): Banco Central de Chile

Preprocessing Methodology and Data Collection Details:

Comprehensive analysis of data structure followed by essential preprocessing.
Appropriate handling of missing values.
Daily (e.g., Copper price, Oil Price) and quarterly data (e.g., Cash Costs, Transport, M_GDP) uniformly expanded to a monthly timescale for consistency.
The Antofagasta annual report was available from the year 2000, hence the data collection started from 2000.

한국어 설명

본 데이터셋은 구리 공급 예측 모델 구축을 위한 경제지표 및 산업지표로 구성되었습니다.

기간: 2000년 1월~2023년 3월(월별), 총 279개월.

컬럼 설명 및 출처:

Copper price (구리 가격): MacroTrends
Cash Costs (Antofagasta 순수채굴비용): Antofagasta Annual Report
Transport (Antofagasta 운송비): Antofagasta Annual Report
Stock (런던금속거래소 구리 재고량): MacroMicro
Oil Price (원유 가격): EIA
M_GDP (칠레 구리 채굴 GDP): Banco Central de Chile

데이터 전처리 및 수집 방법:

데이터 구조 분석 및 전처리 과정 수행.
결측치 처리.
일별 자료 (구리 가격, 원유 가격), 분기별 자료 (Cash Costs, Transport, M_GDP)는 월별 데이터로의 확장을 통해 일관된 시계열 데이터로 통합.
안토파가스타 관련 데이터가 2000년부터 확보가 가능하여 2000년 부터 수집함.

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Size of the auto-converted Parquet files:

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Number of rows:

279