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README.md
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---
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task_categories:
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- time-series-forecasting
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language:
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- en
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- ko
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tags:
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- mining
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- LSTM
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- TimeSeries
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- CanariaView
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---
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# CanariaView Global Copper Supply Forecasting Dataset
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## Description
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This dataset encompasses economic and industrial indicators vital for constructing a copper supply forecasting model.
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Coverage Period: Monthly data from January 2000 to March 2023, encompassing a total of 279 months.
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Column Descriptions and Sources:
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- `Copper price`: MacroTrends
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- `Cash Costs (Antofagasta's Pure Mining Costs)`: Antofagasta Annual Report
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- `Transport (Antofagasta's Transportation Cost)`: Antofagasta Annual Report
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- `Stock (LME Copper Stock)`: MacroMicro
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- `Oil Price`: Source - EIA
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- `M_GDP (Chile Copper Mining GDP)`: Banco Central de Chile
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Preprocessing Methodology and Data Collection Details:
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- Comprehensive analysis of data structure followed by essential preprocessing.
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- Appropriate handling of missing values.
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- 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.
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- The Antofagasta annual report was available from the year 2000, hence the data collection started from 2000.
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## ํ๊ตญ์ด ์ค๋ช
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๋ณธ ๋ฐ์ดํฐ์
์ ๊ตฌ๋ฆฌ ๊ณต๊ธ ์์ธก ๋ชจ๋ธ ๊ตฌ์ถ์ ์ํ ๊ฒฝ์ ์งํ ๋ฐ ์ฐ์
์งํ๋ก ๊ตฌ์ฑ๋์์ต๋๋ค.
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๊ธฐ๊ฐ: 2000๋
1์~2023๋
3์(์๋ณ), ์ด 279๊ฐ์.
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์ปฌ๋ผ ์ค๋ช
๋ฐ ์ถ์ฒ:
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- `Copper price (๊ตฌ๋ฆฌ ๊ฐ๊ฒฉ)`: MacroTrends
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- `Cash Costs (Antofagasta ์์์ฑ๊ตด๋น์ฉ)`: Antofagasta Annual Report
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- `Transport (Antofagasta ์ด์ก๋น)`: Antofagasta Annual Report
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- `Stock (๋ฐ๋๊ธ์๊ฑฐ๋์ ๊ตฌ๋ฆฌ ์ฌ๊ณ ๋)`: MacroMicro
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- `Oil Price (์์ ๊ฐ๊ฒฉ)`: EIA
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- `M_GDP (์น ๋ ๊ตฌ๋ฆฌ ์ฑ๊ตด GDP)`: Banco Central de Chile
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๋ฐ์ดํฐ ์ ์ฒ๋ฆฌ ๋ฐ ์์ง ๋ฐฉ๋ฒ:
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- ๋ฐ์ดํฐ ๊ตฌ์กฐ ๋ถ์ ๋ฐ ์ ์ฒ๋ฆฌ ๊ณผ์ ์ํ.
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- ๊ฒฐ์ธก์น ์ฒ๋ฆฌ.
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- ์ผ๋ณ ์๋ฃ (๊ตฌ๋ฆฌ ๊ฐ๊ฒฉ, ์์ ๊ฐ๊ฒฉ), ๋ถ๊ธฐ๋ณ ์๋ฃ (Cash Costs, Transport, M_GDP)๋ ์๋ณ ๋ฐ์ดํฐ๋ก์ ํ์ฅ์ ํตํด ์ผ๊ด๋ ์๊ณ์ด ๋ฐ์ดํฐ๋ก ํตํฉ.
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- ์ํ ํ๊ฐ์คํ ๊ด๋ จ ๋ฐ์ดํฐ๊ฐ 2000๋
๋ถํฐ ํ๋ณด๊ฐ ๊ฐ๋ฅํ์ฌ 2000๋
๋ถํฐ ์์งํจ.
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