Indonesian tweet data of commodity price quote between June 2012 and September 2013. for PeerJ reviewers

Real-time quotes for crude oil play a crucial role in the financial and commodities markets. These quotes provide traders, investors, and analysts with up-to-date information about the current price and performance of crude oil. The prices of crude oil are influenced by various factors such as supply and demand, geopolitical events, economic data, and weather conditions.

Natural gas rose to 4.94 USD/MMBtu on December 3, 2025, up 2.04% from the previous day. Over the past month, Natural gas's price has risen 13.71%, and is up 62.29% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Natural gas - values, historical data, forecasts and news - updated on December of 2025.

Explore the intricacies of CBOT Soybean Futures, a vital part of the global commodities market, covering pricing trends, factors affecting quotes, and trading strategies for producers and investors.

REST API access to thousands of currency pairs, cryptocurrencies and commodities. 100,000 requests/day - €50/month. Real-time quotes and max. available history for all cryptos, currencies and commodities!

Crude Oil fell to 59.17 USD/Bbl on December 2, 2025, down 0.25% from the previous day. Over the past month, Crude Oil's price has fallen 3.08%, and is down 15.40% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Crude Oil - values, historical data, forecasts and news - updated on December of 2025.

Explore how soybean oil futures serve as a vital tool in the commodities market, allowing traders to hedge against price fluctuations. Learn about factors influencing prices, such as weather, global demand, and geopolitical events, and understand the importance of quotes, analysis, and the roles of speculators and hedgers.

Lumber fell to 537 USD/1000 board feet on December 1, 2025, down 1.29% from the previous day. Over the past month, Lumber's price has fallen 1.47%, and is down 9.54% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Lumber - values, historical data, forecasts and news - updated on December of 2025.

Data Sources: https://www.fao.org/worldfoodsituation/foodpricesindex/en https://uk.finance.yahoo.com/quote/ABF.L/history?p=ABF.L

Data Headings: Date: The date of the record, in the format DD/MM/YYYY. Food Price Index: A measure of the monthly change in international prices of a basket of food commodities. Meat: The index value for meat prices. Dairy: The index value for dairy product prices. Cereals: The index value for cereal prices. Oils: The index value for oil prices. Sugar: The index value for sugar prices. Monthly High ABF.L Stock Price: The highest stock price of ABF.L (Associated British Foods plc) for each month.

Iron Ore rose to 106.94 USD/T on December 1, 2025, up 2.00% from the previous day. Over the past month, Iron Ore's price has risen 1.04%, and is up 1.54% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Iron Ore - values, historical data, forecasts and news - updated on December of 2025.

B3 S.A. – Brasil, Bolsa, Balcão came into existence in its present form through the amalgamation of BM&F (Commodities & Futures Exchange), Bovespa (São Paulo Stock Exchange), and Cetip (Central of Custody and Financial Settlement of Securities for the organized OTC market). Today, it ranks among the globe's largest financial market infrastructure firms, offering trading services in both Exchange and OTC settings. Our offerings include the primary market information services of B3, accessible in real time or as delayed data for all instruments within its Indices, Level 1, and Level 2 (market depth) products. This covers all asset categories such as equity, ETFs, commodities, and more. You can obtain the data in numerous ways, all customized to fit your specific needs and workflows. These methods range from electronic low latency datafeed for trading through our desktop services, which provide comprehensive analytical tools, to our end-of-day valuation and risk management products.

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.

This data is about Pia and Philip business, a married couple. They started their new e-commerce business during the pandemic in 2020 by offering convenience goods online. They began by selling an assortment of masks and disinfectants, but quickly expanded to a wider range of various everyday commodities.

Having both a background in traditional and online retail, they are aware of how distant and impersonal online shopping can feel and, at the same time, how important customer guidance and recommendations are for long-term customer loyalty.

To differentiate themselves from the many other commodity shops, they decided to put an even more significant emphasis on personalized recommendations and offers.

One key element of this strategy is a customized weekly newsletter that personally addresses each of their clients. The newsletter includes user favorites, products similar customers liked, new additions, and special offers. However, they quickly noticed a problem: repeated recommendations of recently purchased products. One quick workaround for this issue was implementing a filter that would exclude products from the recommendation for a fixed number of days. This, however, did not meet the high standards of Pia and Philip.

They are instead looking for a model that can reliably predict the week that a returning customer might repurchase one of their frequently purchased items.

By knowing the estimated week of replenishment, products can be added to the newsletter as a reminder, thus increasing basket sizes and profits.

Since the owners are only interested in the best possible solution, they organized a contest to benchmark competing prediction approaches.

The Data

To create a prediction model, the participants will receive historical transaction and descriptive item data in the form of structured text files (.csv).

The data is provided in four individual files. One file containing the orders ("orders.csv"), one containing descriptive item data ("items.csv"), one containing item and category hierarchy information (category_hierarchy.csv), and a template for the result submission ("submission.csv"). Here are some points to note about the files:

1. The first line (top line) has the same structure as the data sets but contains the names of the respective columns (data fields).
2. A list of all the column names, which occur in the appropriate order, can be found in the "features.pdf" file along with brief descriptions and value ranges for the associated fields.
3. The top row and each data set contain several fields separated from each other by the "|" (pipe) symbol.
4. There is no escape character: quotes are not used.
5. The encoding is "utf-8".

The "items.csv" file is a master data set that contains descriptive features. All features are categorical but numerically encoded. The list of features is explained in the "features.pdf" file. Each data line contains the description for one single item.

The "orders.csv" file contains information about user-specific orders across eight months. Each line displays one transaction for one single item. All attributes are described in the "features.pdf" file.

The "category_hierarchy.csv" file contains two columns of encoded categories, that maps each category to its parent category.

The "submission.csv" file is the reference for submission and contains a predefined subset of userID and itemID combinations as well as an empty "prediction" column for the participants to fill in.

The Task

The goal is to predict the user-based replenishment of a product based on historical orders and item features. Individual items and user specific orders are given for the period between 01.06.2020 and 31.01.2021. The prediction period is between 01.02.2021 and 28.02.2021, which is exactly four weeks long.

For a predefined subset of user and product combinations, the participants shall predict if and when a product will be purchased during the prediction period.

The prediction column in the "submission.csv" file must be filled accordingly.

• 0: no replenishment during that period
• 1: replenishment in the first week
• 2: replenishment in the second week
• 3: replenishment in the third week
• 4: replenishment in the fourth week

Brent fell to 63.05 USD/Bbl on December 2, 2025, down 0.19% from the previous day. Over the past month, Brent's price has fallen 2.84%, and is down 14.36% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Brent crude oil - values, historical data, forecasts and news - updated on December of 2025.

Rubber fell to 171.90 USD Cents / Kg on December 2, 2025, down 4.50% from the previous day. Over the past month, Rubber's price has risen 0.82%, but it is still 14.65% lower than a year ago, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Rubber - values, historical data, forecasts and news - updated on December of 2025.

Explore the varying local price of copper per pound and understand the influencing factors like market demand, geopolitical issues, and economic conditions. Access real-time quotes through major commodity exchanges or recycling centers.

Snapshot img { margin: 10px !important; } Market outlook of derivatives

The top vendors in this market are focusing on the supervision of the financial systems and identifying cross-border systemic risks so that there can be transparency in the system to bring in potential investors to invest in the market over the forecast period. According to the derivatives market analysis, Technavio’s market research analysts predict the growth of the derivatives market rate of over 14% over the next four years.

Innovative products like volatility index derivatives are gaining a lot of importance in Europe and the US. The markets like equity, commodity, and currency would be bullish during the forecast period due to an increase in the number of trade volumes. Due to long-term interest rate options and single stock derivatives the revenue generation is expected to be more in the currency and commodity derivatives market during the forecast period.

Research scope and segmentation of the global derivatives market

To calculate the market size, analysts have considered the three types of derivatives market:

Exchange traded derivatives
Semi-annual OTC derivatives
Triennial OTC derivatives

The foreign exchange turnover was around USD 6 trillion at the end of 2014 which is an all-time high. Many investors have tried to diversify their portfolio into riskier assets like international equities and local currency emerging market bonds. Therefore, as investors are more focused on rebalancing their portfolios more frequently, it has led to the increasing need to trade in foreign exchange in large quantities. This trend will aid in increasing the derivative market size through 2019.

Geographical segmentation of the global derivatives market

North America
APAC
Europe
Others

North America has the highest market share for derivatives trading. The top vendor offerings include protection from market spikes, short-term expirations, opportunities in flat markets, and regulated exchange solutions over the forecast period.

Looking at the market demand, the North American Derivatives Exchange has released an advanced trading platform that makes trading faster through a single window where they can view all charts and quotes.

Key vendors analyzed in the report

ANZ
BNP Paribas
Deutsche Bank
Goldman Sachs
J.P. Morgan
Nomura
Societe Generale

The other prominent vendors of this market are Morgan Stanley, Wells Fargo, and SunTrust Bank.

Key questions answered in the report

Market share analysis of the key vendors of the global derivatives market?



What are the key factors driving the global derivatives market?
What are the key market trends impacting the growth of the global derivatives market?
What are the various opportunities and threats faced by the vendors in the global derivatives market?
Trending factors influencing the market shares for EMEA, APAC, and Americas?
Key outcome of the five forces analysis on the global derivatives market?
Growth forecast of the global derivatives market until 2019?

Technavio also offers customization on reports based on specific client requirement.

Related reports

Global SBC and Its Derivatives Market 2015-2019
Global Starch Derivatives Market 2015-2019
Gelatin and Gelatin Derivatives Isinglass and Bone Glues Market in Europe 2014-2018
Global Propionic Acid and Its Derivatives Market 2014-2018

EU Carbon Permits fell to 82.64 EUR on December 1, 2025, down 0.74% from the previous day. Over the past month, EU Carbon Permits's price has risen 1.77%, and is up 20.06% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. This dataset includes a chart with historical data for EU Carbon Permits.

Lithium rose to 94,400 CNY/T on December 2, 2025, up 0.05% from the previous day. Over the past month, Lithium's price has risen 16.54%, and is up 20.64% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Lithium - values, historical data, forecasts and news - updated on December of 2025.

Uranium fell to 76.40 USD/Lbs on December 1, 2025, down 0.07% from the previous day. Over the past month, Uranium's price has fallen 5.45%, and is down 1.80% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks the benchmark market for this commodity. Uranium - values, historical data, forecasts and news - updated on December of 2025.