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task_categories:
  - time-series-forecasting
language:
  - en
  - ko
tags:
  - mining
  - LSTM
  - TimeSeries
  - CanariaView

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.

ํ•œ๊ตญ์–ด ์„ค๋ช…

๋ณธ ๋ฐ์ดํ„ฐ์…‹์€ ๊ตฌ๋ฆฌ ๊ณต๊ธ‰ ์˜ˆ์ธก ๋ชจ๋ธ ๊ตฌ์ถ•์„ ์œ„ํ•œ ๊ฒฝ์ œ์ง€ํ‘œ ๋ฐ ์‚ฐ์—…์ง€ํ‘œ๋กœ ๊ตฌ์„ฑ๋˜์—ˆ์Šต๋‹ˆ๋‹ค.

๊ธฐ๊ฐ„: 2000๋…„ 1์›”~2023๋…„ 3์›”(์›”๋ณ„), ์ด 279๊ฐœ์›”.

์ปฌ๋Ÿผ ์„ค๋ช… ๋ฐ ์ถœ์ฒ˜:

  • Copper price (๊ตฌ๋ฆฌ ๊ฐ€๊ฒฉ): MacroTrends
  • Cash Costs (Antofagasta ์ˆœ์ˆ˜์ฑ„๊ตด๋น„์šฉ): Antofagasta Annual Report
  • Transport (Antofagasta ์šด์†ก๋น„): Antofagasta Annual Report
  • Stock (๋Ÿฐ๋˜๊ธˆ์†๊ฑฐ๋ž˜์†Œ ๊ตฌ๋ฆฌ ์žฌ๊ณ ๋Ÿ‰): MacroMicro
  • Oil Price (์›์œ  ๊ฐ€๊ฒฉ): EIA
  • M_GDP (์น ๋ ˆ ๊ตฌ๋ฆฌ ์ฑ„๊ตด GDP): Banco Central de Chile

๋ฐ์ดํ„ฐ ์ „์ฒ˜๋ฆฌ ๋ฐ ์ˆ˜์ง‘ ๋ฐฉ๋ฒ•:

  • ๋ฐ์ดํ„ฐ ๊ตฌ์กฐ ๋ถ„์„ ๋ฐ ์ „์ฒ˜๋ฆฌ ๊ณผ์ • ์ˆ˜ํ–‰.
  • ๊ฒฐ์ธก์น˜ ์ฒ˜๋ฆฌ.
  • ์ผ๋ณ„ ์ž๋ฃŒ (๊ตฌ๋ฆฌ ๊ฐ€๊ฒฉ, ์›์œ  ๊ฐ€๊ฒฉ), ๋ถ„๊ธฐ๋ณ„ ์ž๋ฃŒ (Cash Costs, Transport, M_GDP)๋Š” ์›”๋ณ„ ๋ฐ์ดํ„ฐ๋กœ์˜ ํ™•์žฅ์„ ํ†ตํ•ด ์ผ๊ด€๋œ ์‹œ๊ณ„์—ด ๋ฐ์ดํ„ฐ๋กœ ํ†ตํ•ฉ.
  • ์•ˆํ† ํŒŒ๊ฐ€์Šคํƒ€ ๊ด€๋ จ ๋ฐ์ดํ„ฐ๊ฐ€ 2000๋…„๋ถ€ํ„ฐ ํ™•๋ณด๊ฐ€ ๊ฐ€๋Šฅํ•˜์—ฌ 2000๋…„ ๋ถ€ํ„ฐ ์ˆ˜์ง‘ํ•จ.