Datasets:
metadata
task_categories:
- time-series-forecasting
language:
- en
- ko
tags:
- mining
- LSTM
- TimeSeries
- CanariaView
CanariaView Global Copper Demand Forecasting Dataset
Description
This dataset encompasses economic and industrial indicators vital for constructing a copper demand forecasting model.
Coverage Period: Monthly data from January 1995 to March 2023, encompassing a total of 339 months.
Column Descriptions and Sources:
HSI_value (US Housing Starts Index)
: Y-ChartCCI_value (Consumer Confidence Index)
: OECDIPI_value (Industrial Production Total Index)
: FREDGDPC_value (Real Gross Domestic Product)
: FREDCopper price
: MacroTrends
Preprocessing Methodology and Data Collection Details:
- Comprehensive analysis of data structure followed by essential preprocessing.
- Appropriate handling of missing values.
- Daily and quarterly data uniformly expanded to a monthly timescale for consistency.
- Daily data (e.g., Copper price) and quarterly data (e.g., GDPC_value)
- Dependent variable data used in the model was available from 1995, guiding the collection of independent variables-this dataset- from that year.
ํ๊ตญ์ด ์ค๋ช
๋ณธ ๋ฐ์ดํฐ์ ์ ๊ตฌ๋ฆฌ ์์ ์์ธก ๋ชจ๋ธ ๊ตฌ์ถ์ ์ํ ๊ฒฝ์ ์งํ ๋ฐ ์ฐ์ ์งํ๋ก ๊ตฌ์ฑ๋์์ต๋๋ค.
๊ธฐ๊ฐ: 1995๋ 1์~2023๋ 3์(์๋ณ), ์ด 339๊ฐ์.
์ปฌ๋ผ ์ค๋ช ๋ฐ ์ถ์ฒ
HSI_value (๋ฏธ๊ตญ ์ฃผํ์ฐฉ๊ณต์ง์)
: Y-ChartCCI_value (๋ฏธ๊ตญ ์๋น์์ ๋ขฐ์ง์)
: OECDIPI_value (๋ฏธ๊ตญ ์ฐ์ ์์ฐ์์ง์)
: FREDGDPC_value (๋ฏธ๊ตญ ์ค์ง GDP)
: FREDCopper price (๊ตฌ๋ฆฌ ๊ฐ๊ฒฉ)
: MacroTrends
๋ฐ์ดํฐ ์ ์ฒ๋ฆฌ ๋ฐ ์์ง ๋ฐฉ๋ฒ:
- ๋ฐ์ดํฐ ๊ตฌ์กฐ ๋ถ์ ๋ฐ ์ ์ฒ๋ฆฌ ๊ณผ์ ์ํ.
- ๊ฒฐ์ธก์น ์ฒ๋ฆฌ.
- ์ผ๋ณ ๋ฐ ๋ถ๊ธฐ๋ณ ์๋ฃ๋ ์๋ณ ๋ฐ์ดํฐ๋ก์ ํ์ฅ์ ํตํด ์ผ๊ด๋ ์๊ณ์ด ๋ฐ์ดํฐ๋ก ํตํฉ.
- ์ผ๋ณ ์๋ฃ (๊ตฌ๋ฆฌ ๊ฐ๊ฒฉ), ๋ถ๊ธฐ๋ณ ์๋ฃ (GDPC_value)
- ์์ ๋ชจ๋ธ์ ์ฌ์ฉ๋ ์ข ์๋ณ์ ๋ฐ์ดํฐ๊ฐ 1995๋ ๋ถํฐ ํ๋ณด๋์ด ๋ ๋ฆฝ๋ณ์์ธ ๋ณธ ๋ฐ์ดํฐ์ ๋ 1995๋ ๋๋ถํฐ ์์งํจ.