"The 'KGHM Dataset' is a meticulously curated collection of financial and economic data specifically designed for the purpose of stock price prediction for KGHM, a leading copper mining company. This dataset encompasses a wide range of features including historical prices, macroeconomic indicators, industry-related metrics, company-specific financials, and technical indicators. The dataset comprises 59 carefully selected features that have the potential to influence the stock price of KGHM. The data has been sourced from reputable platforms such as Yahoo Finance, Wikipedia, and the official website of KGHM. The dataset has undergone rigorous pre-processing and feature engineering to ensure data quality and relevance for the machine learning models used in the stock price prediction analysis. It serves as a valuable resource for conducting in-depth analysis and developing accurate predictive models for KGHM's stock price movements."

Copper rose to 5.19 USD/Lbs on December 2, 2025, up 0.35% from the previous day. Over the past month, Copper's price has risen 3.22%, and is up 25.36% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Copper - values, historical data, forecasts and news - updated on December of 2025.

Of the five largest copper mining companies, U.S. mining company Freeport-McMoRan saw the largest growth in its share price over recent years. Between January 2018 and March 2024, the share price of the Phoenix-based company saw its share price increase by over *** percent. Conversely, over this period, Canada-based mining and metals company First Quantum Minerals saw slight decreases in their share price.

Southern Copper stock price, live market quote, shares value, historical data, intraday chart, earnings per share and news.

The share market copper price is influenced by factors such as supply and demand, global economic conditions, market speculation, government policies, geopolitical events, and natural disasters. This article explores how these factors impact the price of copper and offers insights for investors and traders.

This dataset encapsulates a detailed examination of market dynamics over a five-year period, focusing on the fluctuation of prices and trading volumes across a diversified portfolio. It covers various sectors including energy commodities like natural gas and crude oil, metals such as copper, platinum, silver, and gold, cryptocurrencies including Bitcoin and Ethereum, and key stock indices and companies like the S&P 500, Nasdaq 100, Apple, Tesla, Microsoft, Google, Nvidia, Berkshire Hathaway, Netflix, Amazon, and Meta Platforms. This dataset serves as a valuable resource for analyzing trends and patterns in global markets.

Date: The date of the recorded data, formatted as DD-MM-YYYY. Natural_Gas_Price: Price of natural gas in USD per million British thermal units (MMBtu). Natural_Gas_Vol.: Trading volume of natural gas Crude_oil_Price: Price of crude oil in USD per barrel. Crude_oil_Vol.: Trading volume of crude oil Copper_Price: Price of copper in USD per pound. Copper_Vol.: Trading volume of copper Bitcoin_Price: Price of Bitcoin in USD. Bitcoin_Vol.: Trading volume of Bitcoin Platinum_Price: Price of platinum in USD per troy ounce. Platinum_Vol.: Trading volume of platinum Ethereum_Price: Price of Ethereum in USD. Ethereum_Vol.: Trading volume of Ethereum S&P_500_Price: Price index of the S&P 500. Nasdaq_100_Price: Price index of the Nasdaq 100. Nasdaq_100_Vol.: Trading volume for the Nasdaq 100 index Apple_Price: Stock price of Apple Inc. in USD. Apple_Vol.: Trading volume of Apple Inc. stock Tesla_Price: Stock price of Tesla Inc. in USD. Tesla_Vol.: Trading volume of Tesla Inc. stock Microsoft_Price: Stock price of Microsoft Corporation in USD. Microsoft_Vol.: Trading volume of Microsoft Corporation stock Silver_Price: Price of silver in USD per troy ounce. Silver_Vol.: Trading volume of silver Google_Price: Stock price of Alphabet Inc. (Google) in USD. Google_Vol.: Trading volume of Alphabet Inc. stock Nvidia_Price: Stock price of Nvidia Corporation in USD. Nvidia_Vol.: Trading volume of Nvidia Corporation stock Berkshire_Price: Stock price of Berkshire Hathaway Inc. in USD. Berkshire_Vol.: Trading volume of Berkshire Hathaway Inc. stock Netflix_Price: Stock price of Netflix Inc. in USD. Netflix_Vol.: Trading volume of Netflix Inc. stock Amazon_Price: Stock price of Amazon.com Inc. in USD. Amazon_Vol.: Trading volume of Amazon.com Inc. stock Meta_Price: Stock price of Meta Platforms, Inc. (formerly Facebook) in USD. Meta_Vol.: Trading volume of Meta Platforms, Inc. stock Gold_Price: Price of gold in USD per troy ounce. Gold_Vol.: Trading volume of gold

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View monthly updates and historical trends for Copper Price. Source: World Bank. Track economic data with YCharts analytics.

In 2021, the average annual market price of copper peaked at ***** U.S. dollars per metric ton, before slightly decreasing in 2022 and 2023, when its average price was ***** U.S. dollars. Copper consumption Copper is a base metal that has a wide variety of uses, which makes it an important commodity. Equipment production generally accounts on average for one third of copper consumption, making it the largest global end use of copper. The country with the highest demand for copper as of 2022 was China, with a demand amounting to nearly ************ metric tons of copper. Following China was Europe, with a total demand of just over *********** metric tons. Copper market prices The London Metal Exchange and Comex both provide market prices for copper. In 2023, the copper price for the London Metal Exchange was about *** U.S. cents per pound. The average Comex price in 2022 was estimated to be about *** U.S. cents per pound.

In June 2025, the average monthly price for copper stood at over ***** U.S. dollars per metric ton. This is down from a monthly high exceeding ****** U.S. dollars in March 2024, which was among the highest monthly values observed in the past decade.

This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

M.A.C. Copper Shares Could See Upswing, Analysts Say (MTAL)

Financial data:

• Historical daily stock prices (open, high, low, close, volume)

• Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

• Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

Machine learning features:

• Feature engineering based on financial data and technical indicators

• Sentiment analysis data from social media and news articles

• Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

Potential Applications:

• Stock price prediction

• Portfolio optimization

• Algorithmic trading

• Market sentiment analysis

• Risk management

Use Cases:

• Researchers investigating the effectiveness of machine learning in stock market prediction

• Analysts developing quantitative trading Buy/Sell strategies

• Individuals interested in building their own stock market prediction models

• Students learning about machine learning and financial applications

Additional Notes:

• The dataset may include different levels of granularity (e.g., daily, hourly)

• Data cleaning and preprocessing are essential before model training

• Regular updates are recommended to maintain the accuracy and relevance of the data

Southern Copper reported $1.03B in Stock for its fiscal quarter ending in September of 2025. Data for Southern Copper | SCCO - Stock including historical, tables and charts were last updated by Trading Economics this last December in 2025.

Capstone Copper Corp reported $7.04B in Market Capitalization this June of 2025, considering the latest stock price and the number of outstanding shares.Data for Capstone Copper Corp | CSC - Market Capitalization including historical, tables and charts were last updated by Trading Economics this last December in 2025.

This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

Copper index forecast: Steady growth anticipated

Financial data:

• Historical daily stock prices (open, high, low, close, volume)

• Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

• Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

Machine learning features:

• Feature engineering based on financial data and technical indicators

• Sentiment analysis data from social media and news articles

• Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

Potential Applications:

• Stock price prediction

• Portfolio optimization

• Algorithmic trading

• Market sentiment analysis

• Risk management

Use Cases:

• Researchers investigating the effectiveness of machine learning in stock market prediction

• Analysts developing quantitative trading Buy/Sell strategies

• Individuals interested in building their own stock market prediction models

• Students learning about machine learning and financial applications

Additional Notes:

• The dataset may include different levels of granularity (e.g., daily, hourly)

• Data cleaning and preprocessing are essential before model training

• Regular updates are recommended to maintain the accuracy and relevance of the data

About This Dataset: Copper Prices and Market Trends

    This dataset provides **insights into copper prices**, including current rates, historical trends, and key factors affecting price fluctuations. Copper is essential in **construction**, **electronics**, and **transportation** industries. Investors, traders, and analysts use accurate copper price data to guide decisions related to **trading**, **futures**, and **commodity investments**.

    ### **Key Features of the Dataset**

    #### **Live Market Data and Updates**
    Stay updated with the latest **copper price per pound** in USD. This data is sourced from exchanges like the **London Metal Exchange (LME)** and **COMEX**. Price fluctuations result from **global supply-demand shifts**, currency changes, and geopolitical factors.

    #### **Interactive Copper Price Charts**
    Explore **dynamic charts** showcasing real-time and historical price movements. These compare copper with **gold**, **silver**, and **aluminium**, offering insights into **market trends** and inter-metal correlations.

    ### **Factors Driving Copper Prices**

    #### **1. Supply and Demand Dynamics**
    Global copper supply is driven by mining activities in regions like **Peru**, **China**, and the **United States**. Disruptions in production or policy changes can cause **supply shocks**. On the demand side, **industrial growth** in countries like **India** and **China** sustains demand for copper.

    #### **2. Economic and Industry Trends**
    Copper prices often reflect **economic trends**. The push for **renewable energy** and **electric vehicles** has boosted long-term demand. Conversely, economic downturns and **inflation** can reduce demand, lowering prices.

    #### **3. Impact of Currency and Trade Policies**
    As a globally traded commodity, copper prices are influenced by **currency fluctuations** and **tariff policies**. A strong **US dollar** typically suppresses copper prices by increasing costs for international buyers. Trade tensions can also disrupt **commodity markets**.

    ### **Applications and Benefits**

    This dataset supports **commodity investors**, **traders**, and **industry professionals**:

    - **Investors** forecast price trends and manage **investment risks**. 
    - **Analysts** perform **market research** using price data to assess **copper futures**. 
    - **Manufacturers** optimize supply chains and **cost forecasts**.

    Explore more about copper investments on **Money Metals**:

    - [**Buy Copper Products**](https://www.moneymetals.com/buy/copper) 
    - [**95% Copper Pennies (Pre-1983)**](https://www.moneymetals.com/pre-1983-95-percent-copper-pennies/4) 
    - [**Copper Buffalo Rounds**](https://www.moneymetals.com/copper-buffalo-round-1-avdp-oz-999-pure-copper/297)

    ### **Copper Price Comparisons with Other Metals**

    Copper prices often correlate with those of **industrial** and **precious metals**:

    - **Gold** and **silver** are sensitive to **inflation** and currency shifts. 
    - **Iron ore** and **aluminium** reflect changes in **global demand** within construction and manufacturing sectors.

    These correlations help traders develop **hedging strategies** and **investment models**.

    ### **Data Variables and Availability**

    Key metrics include:

    - **Copper Price Per Pound:** The current market price in USD. 
    - **Copper Futures Price:** Data from **COMEX** futures contracts. 
    - **Historical Price Trends:** Long-term movements, updated regularly. 

    Data is available in **CSV** and **JSON** formats, enabling integration with analytical tools and platforms.

    ### **Conclusion**

    Copper price data is crucial for **monitoring global commodity markets**. From **mining** to **investment strategies**, copper impacts industries worldwide. Reliable data supports **risk management**, **planning**, and **economic forecasting**.

    For more tools and data, visit the **Money Metals** [Copper Prices Page](https://www.moneymetals.com/copper-prices).

This dataset provides historical stock market performance data for specific companies. It enables users to analyze and understand the past trends and fluctuations in stock prices over time. This information can be utilized for various purposes such as investment analysis, financial research, and market trend forecasting.

The size of the Copper Scrap Market market was valued at USD 25.91 Billion in 2024 and is projected to reach USD 39.37 Billion by 2033, with an expected CAGR of 6.16% during the forecast period. Recent developments include: The copper scrap market is projected to reach USD 44.4 billion by 2032, exhibiting a CAGR of 6.16% during the forecast period. Rising demand for copper in various industries, including construction, automotive, and electrical, is driving market growth. Moreover, increasing environmental concerns have led to a growing focus on recycling and scrap utilization, further propelling market expansion. In January 2023, Sims Metal Management announced plans to invest USD 20 million in its copper recycling facility in Ghent, Belgium, to enhance its processing capacity and sustainability efforts. In February 2023, Aurubis AG, a leading copper producer, announced a partnership with Umicore to develop innovative recycling technologies for copper scrap, aiming to reduce carbon emissions and improve resource efficiency. In March 2023, the International Copper Association (ICA) launched a new initiative to promote the use of recycled copper in construction, highlighting its environmental benefits and cost-effectiveness.. Key drivers for this market are: 1 Rising Demand from Construction2 Growing Electric Vehicle Production3 Technological Advancements in Recycling4 Increasing Environmental Consciousness5 Expansion of Scrap Metal Collection Infrastructure . Potential restraints include: Growing demand for copper in emerging economies Increasing environmental concerns Technological advancements in recycling processes Fluctuating prices of raw copper Stringent government regulations .

In 2017, approx. X tons of articles of copper were imported into Ireland; going down by -X% against the previous year. In general, articles of copper imports continue to indicate a deep downturn. The most prominent rate of growth was recorded in 2015, an increase of X% y-o-y. Ireland imports peaked of X tons in 2007; however, from 2008 to 2017, it failed to regain its strength.In value terms, articles of copper imports stood at $X in 2017.

Capstone Copper Corp reported $55.91 in PE Price to Earnings for its fiscal quarter ending in June of 2025. Data for Capstone Copper Corp | CSC - PE Price to Earnings including historical, tables and charts were last updated by Trading Economics this last December in 2025.

The U.S. copper market stood at $X in 2022, increasing by 1.6% against the previous year. In general, consumption recorded a relatively flat trend pattern. As a result, consumption reached the peak level of $X. From 2014 to 2022, the growth of the market remained at a somewhat lower figure.

In 2022, the Indian copper market increased by 21% to $X, rising for the third consecutive year after two years of decline. Overall, consumption recorded a buoyant increase. Over the period under review, the market attained the maximum level in 2022 and is expected to retain growth in the immediate term.