Datasets:
metadata
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
: MacroTrendsCash Costs (Antofagasta's Pure Mining Costs)
: Antofagasta Annual ReportTransport (Antofagasta's Transportation Cost)
: Antofagasta Annual ReportStock (LME Copper Stock)
: MacroMicroOil Price
: Source - EIAM_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.
ํ๊ตญ์ด ์ค๋ช
๋ณธ ๋ฐ์ดํฐ์ ์ ๊ตฌ๋ฆฌ ๊ณต๊ธ ์์ธก ๋ชจ๋ธ ๊ตฌ์ถ์ ์ํ ๊ฒฝ์ ์งํ ๋ฐ ์ฐ์ ์งํ๋ก ๊ตฌ์ฑ๋์์ต๋๋ค.
๊ธฐ๊ฐ: 2000๋ 1์~2023๋ 3์(์๋ณ), ์ด 279๊ฐ์.
์ปฌ๋ผ ์ค๋ช ๋ฐ ์ถ์ฒ:
Copper price (๊ตฌ๋ฆฌ ๊ฐ๊ฒฉ)
: MacroTrendsCash Costs (Antofagasta ์์์ฑ๊ตด๋น์ฉ)
: Antofagasta Annual ReportTransport (Antofagasta ์ด์ก๋น)
: Antofagasta Annual ReportStock (๋ฐ๋๊ธ์๊ฑฐ๋์ ๊ตฌ๋ฆฌ ์ฌ๊ณ ๋)
: MacroMicroOil Price (์์ ๊ฐ๊ฒฉ)
: EIAM_GDP (์น ๋ ๊ตฌ๋ฆฌ ์ฑ๊ตด GDP)
: Banco Central de Chile
๋ฐ์ดํฐ ์ ์ฒ๋ฆฌ ๋ฐ ์์ง ๋ฐฉ๋ฒ:
- ๋ฐ์ดํฐ ๊ตฌ์กฐ ๋ถ์ ๋ฐ ์ ์ฒ๋ฆฌ ๊ณผ์ ์ํ.
- ๊ฒฐ์ธก์น ์ฒ๋ฆฌ.
- ์ผ๋ณ ์๋ฃ (๊ตฌ๋ฆฌ ๊ฐ๊ฒฉ, ์์ ๊ฐ๊ฒฉ), ๋ถ๊ธฐ๋ณ ์๋ฃ (Cash Costs, Transport, M_GDP)๋ ์๋ณ ๋ฐ์ดํฐ๋ก์ ํ์ฅ์ ํตํด ์ผ๊ด๋ ์๊ณ์ด ๋ฐ์ดํฐ๋ก ํตํฉ.
- ์ํ ํ๊ฐ์คํ ๊ด๋ จ ๋ฐ์ดํฐ๊ฐ 2000๋ ๋ถํฐ ํ๋ณด๊ฐ ๊ฐ๋ฅํ์ฌ 2000๋ ๋ถํฐ ์์งํจ.