hscrown's picture
Update README.md
c9fbefe
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-Chart
  • CCI_value (Consumer Confidence Index): OECD
  • IPI_value (Industrial Production Total Index): FRED
  • GDPC_value (Real Gross Domestic Product): FRED
  • Copper 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.

ํ•œ๊ตญ์–ด ์„ค๋ช…

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

๊ธฐ๊ฐ„: 1995๋…„ 1์›”~2023๋…„ 3์›”(์›”๋ณ„), ์ด 339๊ฐœ์›”.

์ปฌ๋Ÿผ ์„ค๋ช… ๋ฐ ์ถœ์ฒ˜

  • HSI_value (๋ฏธ๊ตญ ์ฃผํƒ์ฐฉ๊ณต์ง€์ˆ˜): Y-Chart
  • CCI_value (๋ฏธ๊ตญ ์†Œ๋น„์ž์‹ ๋ขฐ์ง€์ˆ˜): OECD
  • IPI_value (๋ฏธ๊ตญ ์‚ฐ์—…์ƒ์‚ฐ์ž์ง€์ˆ˜): FRED
  • GDPC_value (๋ฏธ๊ตญ ์‹ค์งˆ GDP): FRED
  • Copper price (๊ตฌ๋ฆฌ ๊ฐ€๊ฒฉ): MacroTrends

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

  • ๋ฐ์ดํ„ฐ ๊ตฌ์กฐ ๋ถ„์„ ๋ฐ ์ „์ฒ˜๋ฆฌ ๊ณผ์ • ์ˆ˜ํ–‰.
  • ๊ฒฐ์ธก์น˜ ์ฒ˜๋ฆฌ.
  • ์ผ๋ณ„ ๋ฐ ๋ถ„๊ธฐ๋ณ„ ์ž๋ฃŒ๋Š” ์›”๋ณ„ ๋ฐ์ดํ„ฐ๋กœ์˜ ํ™•์žฅ์„ ํ†ตํ•ด ์ผ๊ด€๋œ ์‹œ๊ณ„์—ด ๋ฐ์ดํ„ฐ๋กœ ํ†ตํ•ฉ.
  • ์ผ๋ณ„ ์ž๋ฃŒ (๊ตฌ๋ฆฌ ๊ฐ€๊ฒฉ), ๋ถ„๊ธฐ๋ณ„ ์ž๋ฃŒ (GDPC_value)
  • ์ˆ˜์š” ๋ชจ๋ธ์— ์‚ฌ์šฉ๋œ ์ข…์†๋ณ€์ˆ˜ ๋ฐ์ดํ„ฐ๊ฐ€ 1995๋…„๋ถ€ํ„ฐ ํ™•๋ณด๋˜์–ด ๋…๋ฆฝ๋ณ€์ˆ˜์ธ ๋ณธ ๋ฐ์ดํ„ฐ์…‹๋„ 1995๋…„๋„๋ถ€ํ„ฐ ์ˆ˜์ง‘ํ•จ.