
Specialty Oilfield Chemicals Market Forecasts to 2032 – Global Analysis By Chemical Type (Demulsifiers, Corrosion Inhibitors, Scale Inhibitors, Biocides, Surfactants, Polymers, Rheology Modifiers, Oxygen Scavengers, Paraffin Inhibitors, Hydrogen Sulfide S
Description
According to Stratistics MRC, the Global Specialty Oilfield Chemicals Market is accounted for $11.15 billion in 2025 and is expected to reach $16.11 billion by 2032 growing at a CAGR of 5.4% during the forecast period. Specialty oilfield chemicals play a vital role in optimizing oil and gas exploration and production operations. This category comprises drilling fluids, completion agents, stimulation compounds, corrosion inhibitors, and surfactants, each tailored to manage specific issues in extreme underground conditions. They enhance well performance, safeguard equipment, mitigate operational hazards, and ensure environmental standards are met. Rising reservoir complexity and the need for unconventional resource extraction are fueling the development of advanced chemical solutions.
According to the U.S. Energy Information Administration (EIA), domestic crude oil production in the United States averaged 11.9 million barrels per day in 2021, highlighting the massive scale of oilfield operations that rely on specialty chemicals for drilling, stimulation, and production efficiency.
Market Dynamics:
Driver:
Increasing oil & gas exploration activities
Global expansion in oil and gas exploration is driving the demand for specialty oilfield chemicals. Growing energy needs and the quest for untapped reserves have increased drilling and production activities. Chemicals like drilling, completion, and stimulation agents support complex well operations, improve efficiency, and prevent equipment damage. Difficult geological terrains further necessitate innovative chemical solutions to ensure smooth extraction. As exploration projects proliferate across the world, the requirement for advanced oilfield chemicals continues to grow, reinforcing their role as critical components in maintaining operational safety, productivity, and sustainability in modern hydrocarbon extraction processes.
Restraint:
High operational costs
The specialty oilfield chemicals market faces significant constraints due to high operational costs. Producing and applying advanced chemical solutions, including drilling fluids, corrosion inhibitors, and stimulation agents, requires substantial financial investment. Continuous development, stringent quality standards, and regulatory compliance add to these expenses, making it difficult for smaller operators to adopt such solutions. Moreover, volatility in raw material prices and energy costs can further increase the total cost of specialty chemicals. Consequently, the elevated operational expenditure limits market expansion by making the integration of innovative, efficient chemicals financially challenging for many oilfield operators, thereby slowing widespread adoption across the industry.
Opportunity:
Technological advancements and innovation
Ongoing innovation and technological progress in oilfield chemicals create significant growth opportunities for the market. The development of high-efficiency, biodegradable, and environmentally friendly chemical solutions enables operators to maximize well performance while adhering to strict regulations. Advanced drilling, completion, and stimulation chemicals enhance efficiency, reduce operational delays, and overcome challenges in complex reservoirs. Additionally, the use of digital monitoring and real-time analytics improves chemical application and resource management. As energy companies prioritize sustainable, cost-effective, and high-performing solutions, innovative specialty chemicals are increasingly adopted. This opens avenues for manufacturers to differentiate products, increase market penetration, and meet evolving global oilfield demands.
Threat:
Availability of low-cost alternatives
The availability of inexpensive chemical alternatives threatens the specialty oilfield chemicals market. Smaller operators often rely on generic or low-grade chemicals to minimize costs. While these options are cheaper, they lack the efficiency, compliance, and safety benefits offered by advanced specialty chemicals. Their usage can hinder the adoption of high-performance solutions, affecting overall market growth. In price-sensitive regions, operators frequently prioritize affordability over performance, reducing penetration of premium products. Consequently, competition from low-cost alternatives creates pressure on market leaders, impacting profit margins and slowing expansion, while challenging the widespread adoption of innovative specialty oilfield chemicals in both developed and emerging markets.
Covid-19 Impact:
The COVID-19 outbreak had a major adverse effect on the specialty oilfield chemicals market by disrupting global oil and gas activities. Lockdowns, movement restrictions, and supply chain delays led to a slowdown in drilling, exploration, and production projects. Falling crude oil prices forced cost-cutting measures, reducing demand for high-performance chemical solutions. Manufacturing disruptions and logistical challenges delayed chemical deliveries, while workforce shortages affected field operations. Although the market began recovering in subsequent years, the pandemic exposed critical vulnerabilities, underscoring the importance of robust supply chains, remote monitoring technologies, and adaptable production methods to sustain specialty oilfield chemical operations during global crises.
The corrosion inhibitors segment is expected to be the largest during the forecast period
The corrosion inhibitors segment is expected to account for the largest market share during the forecast period because they are essential for safeguarding oil and gas equipment from corrosion-related damage. They are extensively utilized in drilling, production, and transportation to prolong equipment life, prevent leaks, and minimize maintenance expenses. The rising complexity of wells and harsh downhole conditions, along with the necessity to protect pipelines and storage tanks, fuel their demand. Oilfield operators focus on corrosion control to maintain safety and operational efficiency, making these chemicals highly indispensable. Their wide-ranging applications across multiple processes establish corrosion inhibitors as the leading and most significant segment in the specialty oilfield chemicals market.
The well stimulation segment is expected to have the highest CAGR during the forecast period
Over the forecast period, the well stimulation segment is predicted to witness the highest growth rate due to the need for improved hydrocarbon recovery from mature and unconventional wells. Techniques like hydraulic fracturing and acidizing require advanced chemical solutions, including surfactants, friction reducers, and scale inhibitors, to maximize output. The increasing global energy demand, depletion of conventional reserves, and emphasis on unconventional resources are driving the uptake of these chemicals. Furthermore, innovations in chemical performance and eco-friendly formulations support their wider adoption. As a result, the well stimulation segment is emerging as the highest CAGR segment, reflecting its critical role in modern oilfield operations.
Region with largest share:
During the forecast period, the North America region is expected to hold the largest market share, attributed to its substantial oil and gas output. The region's growth is fueled by technological advancements such as hydraulic fracturing and horizontal drilling, enabling the extraction of resources from unconventional sources like shale formations. The United States played a pivotal role, representing about 80.7% of the market share in 2023. These innovations have heightened the need for specialty chemicals across various stages of oilfield operations, including drilling, production, and refining. As a result, North America's thriving oil and gas sector remains a key driver of the specialty oilfield chemicals market's expansion.
Region with highest CAGR:
Over the forecast period, the Middle East & Africa region is anticipated to exhibit the highest CAGR. This surge is driven by factors such as the region's vast oil and gas reserves, escalating exploration and production activities, and an increasing demand for enhanced oil recovery methods. Nations within the Middle East & Africa are making significant investments in cutting-edge technologies and infrastructure to improve oil production processes, thereby escalating the need for specialized chemicals. As a result, the Middle East & Africa is set to emerge as a key contributor to the global specialty oilfield chemicals market.
Key players in the market
Some of the key players in Specialty Oilfield Chemicals Market include Baker Hughes Company, Champion X, Halliburton, Schlumberger Limited, Solvay, Albemarle Corporation, Ashland, BASF SE, CES Energy Solutions Corp., Clariant, Croda International PLC, Chevron Phillips Chemical Company, Dow, Elementis PLC and Flotek Industries Inc.
Key Developments:
In August 2025, Baker Hughes announced a long-term service agreement award from bp for its Tangguh Liquefied Natural Gas (LNG) plant in Papua Barat, Indonesia. This comprehensive 90-month agreement covers spare parts, repair services, and field service engineering support for critical turbomachinery at the facility including heavy-duty gas turbines, steam turbines, and compressors for three LNG trains, helping to ensure its continued reliable operation. The agreement underscores Baker Hughes' role as a solutions provider.
In August 2025, Halliburton has won a contract with ConocoPhillips Skandinavia to deliver comprehensive well stimulation services. The contract, which aims to improve well performance and reservoir productivity, spans five years and includes three optional extension periods. Under the agreement, Tidewater’s vessel, North Pomor, will be transformed into an advanced stimulation vessel designed to deliver offshore well stimulation services in the North Sea efficiently.
In June 2025, Solvay and Enagás have signed an agreement to develop a hydrogen storage hub in Polanco, Cantabria. The project will leverage Solvay's proven expertise in developing salt caverns infrastructure - originally created for soda ash production operations and repurposed into storage under the coordination of Enagás, which brings its expertise in energy transport and hydrogen infrastructure to integrate this capacity into Spain’s future energy system.
Chemical Types Covered:
• Demulsifiers
• Corrosion Inhibitors
• Scale Inhibitors
• Biocides
• Surfactants
• Polymers
• Rheology Modifiers
• Oxygen Scavengers
• Paraffin Inhibitors
• Hydrogen Sulfide Scavengers
• Other Chemical Types
Applications Covered:
• Drilling
• Cementing
• Completion
• Production
• Well Stimulation
• Enhanced Oil Recovery (EOR)
• Workover Operations
• Remediation & Abandonment
Regions Covered:
• North America
US
Canada
Mexico
• Europe
Germany
UK
Italy
France
Spain
Rest of Europe
• Asia Pacific
Japan
China
India
Australia
New Zealand
South Korea
Rest of Asia Pacific
• South America
Argentina
Brazil
Chile
Rest of South America
• Middle East & Africa
Saudi Arabia
UAE
Qatar
South Africa
Rest of Middle East & Africa
What our report offers:
- Market share assessments for the regional and country-level segments
- Strategic recommendations for the new entrants
- Covers Market data for the years 2024, 2025, 2026, 2028, and 2032
- Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
- Strategic recommendations in key business segments based on the market estimations
- Competitive landscaping mapping the key common trends
- Company profiling with detailed strategies, financials, and recent developments
- Supply chain trends mapping the latest technological advancements
According to the U.S. Energy Information Administration (EIA), domestic crude oil production in the United States averaged 11.9 million barrels per day in 2021, highlighting the massive scale of oilfield operations that rely on specialty chemicals for drilling, stimulation, and production efficiency.
Market Dynamics:
Driver:
Increasing oil & gas exploration activities
Global expansion in oil and gas exploration is driving the demand for specialty oilfield chemicals. Growing energy needs and the quest for untapped reserves have increased drilling and production activities. Chemicals like drilling, completion, and stimulation agents support complex well operations, improve efficiency, and prevent equipment damage. Difficult geological terrains further necessitate innovative chemical solutions to ensure smooth extraction. As exploration projects proliferate across the world, the requirement for advanced oilfield chemicals continues to grow, reinforcing their role as critical components in maintaining operational safety, productivity, and sustainability in modern hydrocarbon extraction processes.
Restraint:
High operational costs
The specialty oilfield chemicals market faces significant constraints due to high operational costs. Producing and applying advanced chemical solutions, including drilling fluids, corrosion inhibitors, and stimulation agents, requires substantial financial investment. Continuous development, stringent quality standards, and regulatory compliance add to these expenses, making it difficult for smaller operators to adopt such solutions. Moreover, volatility in raw material prices and energy costs can further increase the total cost of specialty chemicals. Consequently, the elevated operational expenditure limits market expansion by making the integration of innovative, efficient chemicals financially challenging for many oilfield operators, thereby slowing widespread adoption across the industry.
Opportunity:
Technological advancements and innovation
Ongoing innovation and technological progress in oilfield chemicals create significant growth opportunities for the market. The development of high-efficiency, biodegradable, and environmentally friendly chemical solutions enables operators to maximize well performance while adhering to strict regulations. Advanced drilling, completion, and stimulation chemicals enhance efficiency, reduce operational delays, and overcome challenges in complex reservoirs. Additionally, the use of digital monitoring and real-time analytics improves chemical application and resource management. As energy companies prioritize sustainable, cost-effective, and high-performing solutions, innovative specialty chemicals are increasingly adopted. This opens avenues for manufacturers to differentiate products, increase market penetration, and meet evolving global oilfield demands.
Threat:
Availability of low-cost alternatives
The availability of inexpensive chemical alternatives threatens the specialty oilfield chemicals market. Smaller operators often rely on generic or low-grade chemicals to minimize costs. While these options are cheaper, they lack the efficiency, compliance, and safety benefits offered by advanced specialty chemicals. Their usage can hinder the adoption of high-performance solutions, affecting overall market growth. In price-sensitive regions, operators frequently prioritize affordability over performance, reducing penetration of premium products. Consequently, competition from low-cost alternatives creates pressure on market leaders, impacting profit margins and slowing expansion, while challenging the widespread adoption of innovative specialty oilfield chemicals in both developed and emerging markets.
Covid-19 Impact:
The COVID-19 outbreak had a major adverse effect on the specialty oilfield chemicals market by disrupting global oil and gas activities. Lockdowns, movement restrictions, and supply chain delays led to a slowdown in drilling, exploration, and production projects. Falling crude oil prices forced cost-cutting measures, reducing demand for high-performance chemical solutions. Manufacturing disruptions and logistical challenges delayed chemical deliveries, while workforce shortages affected field operations. Although the market began recovering in subsequent years, the pandemic exposed critical vulnerabilities, underscoring the importance of robust supply chains, remote monitoring technologies, and adaptable production methods to sustain specialty oilfield chemical operations during global crises.
The corrosion inhibitors segment is expected to be the largest during the forecast period
The corrosion inhibitors segment is expected to account for the largest market share during the forecast period because they are essential for safeguarding oil and gas equipment from corrosion-related damage. They are extensively utilized in drilling, production, and transportation to prolong equipment life, prevent leaks, and minimize maintenance expenses. The rising complexity of wells and harsh downhole conditions, along with the necessity to protect pipelines and storage tanks, fuel their demand. Oilfield operators focus on corrosion control to maintain safety and operational efficiency, making these chemicals highly indispensable. Their wide-ranging applications across multiple processes establish corrosion inhibitors as the leading and most significant segment in the specialty oilfield chemicals market.
The well stimulation segment is expected to have the highest CAGR during the forecast period
Over the forecast period, the well stimulation segment is predicted to witness the highest growth rate due to the need for improved hydrocarbon recovery from mature and unconventional wells. Techniques like hydraulic fracturing and acidizing require advanced chemical solutions, including surfactants, friction reducers, and scale inhibitors, to maximize output. The increasing global energy demand, depletion of conventional reserves, and emphasis on unconventional resources are driving the uptake of these chemicals. Furthermore, innovations in chemical performance and eco-friendly formulations support their wider adoption. As a result, the well stimulation segment is emerging as the highest CAGR segment, reflecting its critical role in modern oilfield operations.
Region with largest share:
During the forecast period, the North America region is expected to hold the largest market share, attributed to its substantial oil and gas output. The region's growth is fueled by technological advancements such as hydraulic fracturing and horizontal drilling, enabling the extraction of resources from unconventional sources like shale formations. The United States played a pivotal role, representing about 80.7% of the market share in 2023. These innovations have heightened the need for specialty chemicals across various stages of oilfield operations, including drilling, production, and refining. As a result, North America's thriving oil and gas sector remains a key driver of the specialty oilfield chemicals market's expansion.
Region with highest CAGR:
Over the forecast period, the Middle East & Africa region is anticipated to exhibit the highest CAGR. This surge is driven by factors such as the region's vast oil and gas reserves, escalating exploration and production activities, and an increasing demand for enhanced oil recovery methods. Nations within the Middle East & Africa are making significant investments in cutting-edge technologies and infrastructure to improve oil production processes, thereby escalating the need for specialized chemicals. As a result, the Middle East & Africa is set to emerge as a key contributor to the global specialty oilfield chemicals market.
Key players in the market
Some of the key players in Specialty Oilfield Chemicals Market include Baker Hughes Company, Champion X, Halliburton, Schlumberger Limited, Solvay, Albemarle Corporation, Ashland, BASF SE, CES Energy Solutions Corp., Clariant, Croda International PLC, Chevron Phillips Chemical Company, Dow, Elementis PLC and Flotek Industries Inc.
Key Developments:
In August 2025, Baker Hughes announced a long-term service agreement award from bp for its Tangguh Liquefied Natural Gas (LNG) plant in Papua Barat, Indonesia. This comprehensive 90-month agreement covers spare parts, repair services, and field service engineering support for critical turbomachinery at the facility including heavy-duty gas turbines, steam turbines, and compressors for three LNG trains, helping to ensure its continued reliable operation. The agreement underscores Baker Hughes' role as a solutions provider.
In August 2025, Halliburton has won a contract with ConocoPhillips Skandinavia to deliver comprehensive well stimulation services. The contract, which aims to improve well performance and reservoir productivity, spans five years and includes three optional extension periods. Under the agreement, Tidewater’s vessel, North Pomor, will be transformed into an advanced stimulation vessel designed to deliver offshore well stimulation services in the North Sea efficiently.
In June 2025, Solvay and Enagás have signed an agreement to develop a hydrogen storage hub in Polanco, Cantabria. The project will leverage Solvay's proven expertise in developing salt caverns infrastructure - originally created for soda ash production operations and repurposed into storage under the coordination of Enagás, which brings its expertise in energy transport and hydrogen infrastructure to integrate this capacity into Spain’s future energy system.
Chemical Types Covered:
• Demulsifiers
• Corrosion Inhibitors
• Scale Inhibitors
• Biocides
• Surfactants
• Polymers
• Rheology Modifiers
• Oxygen Scavengers
• Paraffin Inhibitors
• Hydrogen Sulfide Scavengers
• Other Chemical Types
Applications Covered:
• Drilling
• Cementing
• Completion
• Production
• Well Stimulation
• Enhanced Oil Recovery (EOR)
• Workover Operations
• Remediation & Abandonment
Regions Covered:
• North America
US
Canada
Mexico
• Europe
Germany
UK
Italy
France
Spain
Rest of Europe
• Asia Pacific
Japan
China
India
Australia
New Zealand
South Korea
Rest of Asia Pacific
• South America
Argentina
Brazil
Chile
Rest of South America
• Middle East & Africa
Saudi Arabia
UAE
Qatar
South Africa
Rest of Middle East & Africa
What our report offers:
- Market share assessments for the regional and country-level segments
- Strategic recommendations for the new entrants
- Covers Market data for the years 2024, 2025, 2026, 2028, and 2032
- Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
- Strategic recommendations in key business segments based on the market estimations
- Competitive landscaping mapping the key common trends
- Company profiling with detailed strategies, financials, and recent developments
- Supply chain trends mapping the latest technological advancements
Table of Contents
200 Pages
- 1 Executive Summary
- 2 Preface
- 2.1 Abstract
- 2.2 Stake Holders
- 2.3 Research Scope
- 2.4 Research Methodology
- 2.4.1 Data Mining
- 2.4.2 Data Analysis
- 2.4.3 Data Validation
- 2.4.4 Research Approach
- 2.5 Research Sources
- 2.5.1 Primary Research Sources
- 2.5.2 Secondary Research Sources
- 2.5.3 Assumptions
- 3 Market Trend Analysis
- 3.1 Introduction
- 3.2 Drivers
- 3.3 Restraints
- 3.4 Opportunities
- 3.5 Threats
- 3.6 Application Analysis
- 3.7 Emerging Markets
- 3.8 Impact of Covid-19
- 4 Porters Five Force Analysis
- 4.1 Bargaining power of suppliers
- 4.2 Bargaining power of buyers
- 4.3 Threat of substitutes
- 4.4 Threat of new entrants
- 4.5 Competitive rivalry
- 5 Global Specialty Oilfield Chemicals Market, By Chemical Type
- 5.1 Introduction
- 5.2 Demulsifiers
- 5.3 Corrosion Inhibitors
- 5.4 Scale Inhibitors
- 5.5 Biocides
- 5.6 Surfactants
- 5.7 Polymers
- 5.8 Rheology Modifiers
- 5.9 Oxygen Scavengers
- 5.10 Paraffin Inhibitors
- 5.11 Hydrogen Sulfide Scavengers
- 5.12 Other Chemical Types
- 6 Global Specialty Oilfield Chemicals Market, By Application
- 6.1 Introduction
- 6.2 Drilling
- 6.3 Cementing
- 6.4 Completion
- 6.5 Production
- 6.6 Well Stimulation
- 6.7 Enhanced Oil Recovery (EOR)
- 6.8 Workover Operations
- 6.9 Remediation & Abandonment
- 7 Global Specialty Oilfield Chemicals Market, By Geography
- 7.1 Introduction
- 7.2 North America
- 7.2.1 US
- 7.2.2 Canada
- 7.2.3 Mexico
- 7.3 Europe
- 7.3.1 Germany
- 7.3.2 UK
- 7.3.3 Italy
- 7.3.4 France
- 7.3.5 Spain
- 7.3.6 Rest of Europe
- 7.4 Asia Pacific
- 7.4.1 Japan
- 7.4.2 China
- 7.4.3 India
- 7.4.4 Australia
- 7.4.5 New Zealand
- 7.4.6 South Korea
- 7.4.7 Rest of Asia Pacific
- 7.5 South America
- 7.5.1 Argentina
- 7.5.2 Brazil
- 7.5.3 Chile
- 7.5.4 Rest of South America
- 7.6 Middle East & Africa
- 7.6.1 Saudi Arabia
- 7.6.2 UAE
- 7.6.3 Qatar
- 7.6.4 South Africa
- 7.6.5 Rest of Middle East & Africa
- 8 Key Developments
- 8.1 Agreements, Partnerships, Collaborations and Joint Ventures
- 8.2 Acquisitions & Mergers
- 8.3 New Product Launch
- 8.4 Expansions
- 8.5 Other Key Strategies
- 9 Company Profiling
- 9.1 Baker Hughes Company
- 9.2 Champion X
- 9.3 Halliburton
- 9.4 Schlumberger Limited
- 9.5 Solvay
- 9.6 Albemarle Corporation
- 9.7 Ashland
- 9.8 BASF SE
- 9.9 CES Energy Solutions Corp.
- 9.10 Clariant
- 9.11 Croda International PLC
- 9.12 Chevron Phillips Chemical Company
- 9.13 Dow
- 9.14 Elementis PLC
- 9.15 Flotek Industries Inc.
- List of Tables
- Table 1 Global Specialty Oilfield Chemicals Market Outlook, By Region (2024-2032) ($MN)
- Table 2 Global Specialty Oilfield Chemicals Market Outlook, By Chemical Type (2024-2032) ($MN)
- Table 3 Global Specialty Oilfield Chemicals Market Outlook, By Demulsifiers (2024-2032) ($MN)
- Table 4 Global Specialty Oilfield Chemicals Market Outlook, By Corrosion Inhibitors (2024-2032) ($MN)
- Table 5 Global Specialty Oilfield Chemicals Market Outlook, By Scale Inhibitors (2024-2032) ($MN)
- Table 6 Global Specialty Oilfield Chemicals Market Outlook, By Biocides (2024-2032) ($MN)
- Table 7 Global Specialty Oilfield Chemicals Market Outlook, By Surfactants (2024-2032) ($MN)
- Table 8 Global Specialty Oilfield Chemicals Market Outlook, By Polymers (2024-2032) ($MN)
- Table 9 Global Specialty Oilfield Chemicals Market Outlook, By Rheology Modifiers (2024-2032) ($MN)
- Table 10 Global Specialty Oilfield Chemicals Market Outlook, By Oxygen Scavengers (2024-2032) ($MN)
- Table 11 Global Specialty Oilfield Chemicals Market Outlook, By Paraffin Inhibitors (2024-2032) ($MN)
- Table 12 Global Specialty Oilfield Chemicals Market Outlook, By Hydrogen Sulfide Scavengers (2024-2032) ($MN)
- Table 13 Global Specialty Oilfield Chemicals Market Outlook, By Other Chemical Types (2024-2032) ($MN)
- Table 14 Global Specialty Oilfield Chemicals Market Outlook, By Application (2024-2032) ($MN)
- Table 15 Global Specialty Oilfield Chemicals Market Outlook, By Drilling (2024-2032) ($MN)
- Table 16 Global Specialty Oilfield Chemicals Market Outlook, By Cementing (2024-2032) ($MN)
- Table 17 Global Specialty Oilfield Chemicals Market Outlook, By Completion (2024-2032) ($MN)
- Table 18 Global Specialty Oilfield Chemicals Market Outlook, By Production (2024-2032) ($MN)
- Table 19 Global Specialty Oilfield Chemicals Market Outlook, By Well Stimulation (2024-2032) ($MN)
- Table 20 Global Specialty Oilfield Chemicals Market Outlook, By Enhanced Oil Recovery (EOR) (2024-2032) ($MN)
- Table 21 Global Specialty Oilfield Chemicals Market Outlook, By Workover Operations (2024-2032) ($MN)
- Table 22 Global Specialty Oilfield Chemicals Market Outlook, By Remediation & Abandonment (2024-2032) ($MN)
- Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.
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