Global Amino Acid Surfactant Competitive Landscape Professional Research Report 2024
Description
Global Amino Acid Surfactant Competitive Landscape Professional Research Report 2024
Research Summary
Amino acid surfactants are a class of surfactants derived from amino acids, which are the building blocks of proteins. These surfactants are known for their mildness and compatibility with the skin and are commonly used in personal care products such as shampoos, body washes, facial cleansers, and baby products. Amino acid surfactants exhibit excellent cleansing properties while being gentle on the skin, making them suitable for individuals with sensitive skin or those prone to irritation. They work by lowering the surface tension of water, allowing it to penetrate and remove dirt, oil, and impurities from the skin or hair. Additionally, amino acid surfactants are biodegradable and environmentally friendly, making them a preferred choice for eco-conscious consumers and manufacturers. Overall, amino acid surfactants offer a balance of effectiveness, mildness, and sustainability, making them popular ingredients in a wide range of personal care formulations.
According to DIResearch's in-depth investigation and research, the global Amino Acid Surfactant market size will reach XX US$ Million in 2024, and is expected to reach XX US$ Million in 2030, with a CAGR of XX% (2025-2030). Among them, the China market has changed rapidly in the past few years. The market size in 2024 will be XX US$ Million, accounting for approximately XX% of the world. It is expected to reach XX US$ Million in 2030, and the global share will reach XX%.
The major global manufacturers of Amino Acid Surfactant include Ajinomoto, Sino Lion, Changsha Puji, Tinci, Croda, Clariant, Galaxy, Miwon, Zhangjiagang Great Chemicals, Innospec, Guangzhou Startec Science and Technology, Delta, Huzhou Ouli Biotechnology, Solvay, Zschimmer & Schwarz, Toho Chemical Industry, Bafeorii Chemical, Berg + Schmidt, Taiwan NJC, Stepan etc. The global players competition landscape in this report is divided into three tiers. The first tiers is the global leading enterprise, which occupies a major market share, is in a leading position in the industry, has strong competitiveness and influence, and has a large revenue scale; the second tiers has a certain share and popularity in the market, actively follows the industry leaders in product, service or technological innovation, and has a medium revenue scale; the third tiers has a smaller share in the market, has a lower brand awareness, mainly focuses on the local market, and has a relatively small revenue scale.
This report studies the market size, price trends and future development prospects of Amino Acid Surfactant. Focus on analysing the market share, product portfolio, prices, sales volume, revenue and gross profit margin of global major manufacturers, as well as the market status and trends of different product types and applications in the global Amino Acid Surfactant market. The report data covers historical data from 2018 to 2023, based year in 2024 and forecast data from 2025 to 2030.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Amino Acid Surfactant market conditions and future development trends of key regions and countries, combined with industry-related policies and the latest technological developments, analyze the development characteristics of Amino Acid Surfactant industries in various regions and countries, help companies understand the development characteristics of each region, help companies formulate business strategies, and achieve the ultimate goal of the company's global development strategy.
The data sources of this report mainly include the National Bureau of Statistics, customs databases, industry associations, corporate financial reports, third-party databases, etc. Among them, macroeconomic data mainly comes from the National Bureau of Statistics, International Economic Research Organization; industry statistical data mainly come from industry associations; company data mainly comes from interviews, public information collection, third-party reliable databases, and price data mainly comes from various markets monitoring database.
Global Key Manufacturers of Amino Acid Surfactant Include:
Ajinomoto
Sino Lion
Changsha Puji
Tinci
Croda
Clariant
Galaxy
Miwon
Zhangjiagang Great Chemicals
Innospec
Guangzhou Startec Science and Technology
Delta
Huzhou Ouli Biotechnology
Solvay
Zschimmer & Schwarz
Toho Chemical Industry
Bafeorii Chemical
Berg + Schmidt
Taiwan NJC
Stepan
Amino Acid Surfactant Product Segment Include:
Glutamicacid Based Surfactant
Glycine Based Surfactant
Sarcosine Based Surfactant
Alanine Based Surfactant
Others
Amino Acid Surfactant Product Application Include:
Facial Cleaner
Shower Gel
Shampoo
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Amino Acid Surfactant Capacity and Production Analysis
Chapter 3: Global Amino Acid Surfactant Industry PESTEL Analysis
Chapter 4: Global Amino Acid Surfactant Industry Porter’s Five Forces Analysis
Chapter 5: Global Amino Acid Surfactant Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 6: Global Amino Acid Surfactant Market Size and Forecast by Type and Application Analysis
Chapter 7: North America Amino Acid Surfactant Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: Europe Amino Acid Surfactant Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: China Amino Acid Surfactant Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: APAC (Excl. China) Amino Acid Surfactant Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Latin America Amino Acid Surfactant Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Middle East and Africa Amino Acid Surfactant Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 13: Global Amino Acid Surfactant Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 14: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 15: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers
Chapter 16: Research Findings and Conclusion
Chapter 17: Methodology and Data Sources
Table of Contents
170 Pages
- 1 Amino Acid Surfactant Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Amino Acid Surfactant Product by Type
- 1.2.1 Global Amino Acid Surfactant Market Size by Type, 2023 VS 2024 VS 2030
- 1.2.2 Glutamicacid Based Surfactant
- 1.2.3 Glycine Based Surfactant
- 1.2.4 Sarcosine Based Surfactant
- 1.2.5 Alanine Based Surfactant
- 1.2.6 Others
- 1.3 Amino Acid Surfactant Product by Application
- 1.3.1 Global Amino Acid Surfactant Market Size by Application, 2023 VS 2024 VS 2030
- 1.3.2 Facial Cleaner
- 1.3.3 Shower Gel
- 1.3.4 Shampoo
- 1.3.5 Others
- 1.4 Global Amino Acid Surfactant Market Revenue and Sales Analysis
- 1.4.1 Global Amino Acid Surfactant Market Size Analysis (2019-2030)
- 1.4.2 Global Amino Acid Surfactant Market Sales Analysis (2019-2030)
- 1.4.3 Global Amino Acid Surfactant Market Sales Price Trend Analysis (2019-2030)
- 1.5 Amino Acid Surfactant Market Development Status and Trends
- 1.5.1 Amino Acid Surfactant Industry Development Status Analysis
- 1.5.2 Amino Acid Surfactant Industry Development Trends Analysis
- 2 Global Amino Acid Surfactant Capacity and Production Analysis
- 2.1 Global Amino Acid Surfactant Production Capacity (2019-2030)
- 2.2 Global Amino Acid Surfactant Production by Region: 2023 VS 2024 VS 2030
- 2.3 Global Amino Acid Surfactant Production by Region
- 2.3.1 Global Amino Acid Surfactant Historic Production by Region (2019-2024)
- 2.3.2 Global Amino Acid Surfactant Forecasted Production by Region (2025-2030)
- 2.3.3 Global Amino Acid Surfactant Production Market Share by Region (2019-2030)
- 3 Amino Acid Surfactant Market PESTEL Analysis
- 3.1 Political Factors Analysis
- 3.2 Economic Factors Analysis
- 3.3 Social Factors Analysis
- 3.4 Technological Factors Analysis
- 3.5 Environmental Factors Analysis
- 3.6 Legal Factors Analysis
- 4 Amino Acid Surfactant Market Porter's Five Forces Analysis
- 4.1 Competitive Rivalry
- 4.2 Threat of New Entrants
- 4.3 Bargaining Power of Suppliers
- 4.4 Bargaining Power of Buyers
- 4.5 Threat of Substitutes
- 5 Global Amino Acid Surfactant Market Analysis by Regions
- 5.1 Amino Acid Surfactant Overall Market: 2023 VS 2024 VS 2030
- 5.2 Global Amino Acid Surfactant Revenue and Forecast Analysis (2019-2030)
- 5.2.1 Global Amino Acid Surfactant Revenue and Market Share by Region (2019-2024)
- 5.2.2 Global Amino Acid Surfactant Revenue Forecast by Region (2025-2030)
- 5.3 Global Amino Acid Surfactant Sales and Forecast Analysis (2019-2030)
- 5.3.1 Global Amino Acid Surfactant Sales and Market Share by Region (2019-2024)
- 5.3.2 Global Amino Acid Surfactant Sales Forecast by Region (2025-2030)
- 5.4 Global Amino Acid Surfactant Sales Price Trend Analysis (2019-2030)
- 6 Global Amino Acid Surfactant Market Size by Type and Application
- 6.1 Global Amino Acid Surfactant Market Size by Type
- 6.1.1 Global Amino Acid Surfactant Revenue and Forecast Analysis by Type (2019-2030)
- 6.1.2 Global Amino Acid Surfactant Sales and Forecast Analysis by Type (2019-2030)
- 6.2 Global Amino Acid Surfactant Market Size by Application
- 6.2.1 Global Amino Acid Surfactant Revenue and Forecast Analysis by Application (2019-2030)
- 6.2.2 Global Amino Acid Surfactant Sales and Forecast Analysis by Application (2019-2030)
- 7 North America
- 7.1 North America Amino Acid Surfactant Market Size and Growth Rate Analysis (2019-2030)
- 7.2 North America Key Manufacturers Analysis
- 7.3 North America Amino Acid Surfactant Market Size by Type
- 7.3.1 North America Amino Acid Surfactant Sales by Type (2019-2030)
- 7.3.2 North America Amino Acid Surfactant Revenue by Type (2019-2030)
- 7.4 North America Amino Acid Surfactant Market Size by Application
- 7.4.1 North America Amino Acid Surfactant Sales by Application (2019-2030)
- 7.4.2 North America Amino Acid Surfactant Revenue by Application (2019-2030)
- 7.5 North America Amino Acid Surfactant Market Size by Country
- 7.5.1 US
- 7.5.2 Canada
- 8 Europe
- 8.1 Europe Amino Acid Surfactant Market Size and Growth Rate Analysis (2019-2030)
- 8.2 Europe Key Manufacturers Analysis
- 8.3 Europe Amino Acid Surfactant Market Size by Type
- 8.3.1 Europe Amino Acid Surfactant Sales by Type (2019-2030)
- 8.3.2 Europe Amino Acid Surfactant Revenue by Type (2019-2030)
- 8.4 Europe Amino Acid Surfactant Market Size by Application
- 8.4.1 Europe Amino Acid Surfactant Sales by Application (2019-2030)
- 8.4.2 Europe Amino Acid Surfactant Revenue by Application (2019-2030)
- 8.5 Europe Amino Acid Surfactant Market Size by Country
- 8.5.1 Germany
- 8.5.2 France
- 8.5.3 United Kingdom
- 8.5.4 Italy
- 8.5.5 Spain
- 8.5.6 Benelux
- 9 China
- 9.1 China Amino Acid Surfactant Market Size and Growth Rate Analysis (2019-2030)
- 9.2 China Key Manufacturers Analysis
- 9.3 China Amino Acid Surfactant Market Size by Type
- 9.3.1 China Amino Acid Surfactant Sales by Type (2019-2030)
- 9.3.2 China Amino Acid Surfactant Revenue by Type (2019-2030)
- 9.4 China Amino Acid Surfactant Market Size by Application
- 9.4.1 China Amino Acid Surfactant Sales by Application (2019-2030)
- 9.4.2 China Amino Acid Surfactant Revenue by Application (2019-2030)
- 10 APAC (excl. China)
- 10.1 APAC (excl. China) Amino Acid Surfactant Market Size and Growth Rate Analysis (2019-2030)
- 10.2 APAC (excl. China) Key Manufacturers Analysis
- 10.3 APAC (excl. China) Amino Acid Surfactant Market Size by Type
- 10.3.1 APAC (excl. China) Amino Acid Surfactant Sales by Type (2019-2030)
- 10.3.2 APAC (excl. China) Amino Acid Surfactant Revenue by Type (2019-2030)
- 10.4 APAC (excl. China) Amino Acid Surfactant Market Size by Application
- 10.4.1 APAC (excl. China) Amino Acid Surfactant Sales by Application (2019-2030)
- 10.4.2 APAC (excl. China) Amino Acid Surfactant Revenue by Application (2019-2030)
- 10.5 APAC (excl. China) Amino Acid Surfactant Market Size by Country
- 10.5.1 Japan
- 10.5.2 South Korea
- 10.5.3 India
- 10.5.4 Australia
- 10.5.5 Indonesia
- 10.5.6 Vietnam
- 10.5.7 Malaysia
- 10.5.8 Thailand
- 11 Latin America
- 11.1 Latin America Amino Acid Surfactant Market Size and Growth Rate Analysis (2019-2030)
- 11.2 Latin America Key Manufacturers Analysis
- 11.3 Latin America Amino Acid Surfactant Market Size by Type
- 11.3.1 Latin America Amino Acid Surfactant Sales by Type (2019-2030)
- 11.3.2 Latin America Amino Acid Surfactant Revenue by Type (2019-2030)
- 11.4 Latin America Amino Acid Surfactant Market Size by Application
- 11.4.1 Latin America Amino Acid Surfactant Sales by Application (2019-2030)
- 11.4.2 Latin America Amino Acid Surfactant Revenue by Application (2019-2030)
- 11.5 Latin America Amino Acid Surfactant Market Size by Country
- 11.5.1 Mexico
- 11.5.2 Brazil
- 12 Middle East & Africa
- 12.1 Middle East & Africa Amino Acid Surfactant Market Size and Growth Rate Analysis (2019-2030)
- 12.2 Middle East & Africa Key Manufacturers Analysis
- 12.3 Middle East & Africa Amino Acid Surfactant Market Size by Type
- 12.3.1 Middle East & Africa Amino Acid Surfactant Sales by Type (2019-2030)
- 12.3.2 Middle East & Africa Amino Acid Surfactant Revenue by Type (2019-2030)
- 12.4 Middle East & Africa Amino Acid Surfactant Market Size by Application
- 12.4.1 Middle East & Africa Amino Acid Surfactant Sales by Application (2019-2030)
- 12.4.2 Middle East & Africa Amino Acid Surfactant Revenue by Application (2019-2030)
- 12.5 Middle East & Africa Amino Acid Surfactant Market Size by Country
- 12.5.1 Saudi Arabia
- 12.5.2 South Africa
- 13 Competition by Manufacturers
- 13.1 Global Amino Acid Surfactant Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
- 13.1.1 Global Amino Acid Surfactant Market Sales by Key Manufacturers (2020-2024)
- 13.1.2 Global Amino Acid Surfactant Market Revenue by Key Manufacturers (2020-2024)
- 13.1.3 Global Amino Acid Surfactant Average Sales Price by Manufacturers (2020-2024)
- 13.2 Amino Acid Surfactant Competitive Landscape Analysis and Market Dynamic
- 13.2.1 Amino Acid Surfactant Competitive Landscape Analysis
- 13.2.2 Global Key Manufacturers Headquarter Location and Key Area Sales
- 13.2.3 Market Dynamic
- 14 Key Companies Analysis
- 14.1 Ajinomoto
- 14.1.1 Ajinomoto Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.1.2 Ajinomoto Amino Acid Surfactant Product Portfolio
- 14.1.3 Ajinomoto Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.2 Sino Lion
- 14.2.1 Sino Lion Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.2.2 Sino Lion Amino Acid Surfactant Product Portfolio
- 14.2.3 Sino Lion Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.3 Changsha Puji
- 14.3.1 Changsha Puji Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.3.2 Changsha Puji Amino Acid Surfactant Product Portfolio
- 14.3.3 Changsha Puji Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.4 Tinci
- 14.4.1 Tinci Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.4.2 Tinci Amino Acid Surfactant Product Portfolio
- 14.4.3 Tinci Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.5 Croda
- 14.5.1 Croda Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.5.2 Croda Amino Acid Surfactant Product Portfolio
- 14.5.3 Croda Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.6 Clariant
- 14.6.1 Clariant Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.6.2 Clariant Amino Acid Surfactant Product Portfolio
- 14.6.3 Clariant Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.7 Galaxy
- 14.7.1 Galaxy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.7.2 Galaxy Amino Acid Surfactant Product Portfolio
- 14.7.3 Galaxy Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.8 Miwon
- 14.8.1 Miwon Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.8.2 Miwon Amino Acid Surfactant Product Portfolio
- 14.8.3 Miwon Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.9 Zhangjiagang Great Chemicals
- 14.9.1 Zhangjiagang Great Chemicals Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.9.2 Zhangjiagang Great Chemicals Amino Acid Surfactant Product Portfolio
- 14.9.3 Zhangjiagang Great Chemicals Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.10 Innospec
- 14.10.1 Innospec Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.10.2 Innospec Amino Acid Surfactant Product Portfolio
- 14.10.3 Innospec Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.11 Guangzhou Startec Science and Technology
- 14.11.1 Guangzhou Startec Science and Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.11.2 Guangzhou Startec Science and Technology Amino Acid Surfactant Product Portfolio
- 14.11.3 Guangzhou Startec Science and Technology Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.12 Delta
- 14.12.1 Delta Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.12.2 Delta Amino Acid Surfactant Product Portfolio
- 14.12.3 Delta Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.13 Huzhou Ouli Biotechnology
- 14.13.1 Huzhou Ouli Biotechnology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.13.2 Huzhou Ouli Biotechnology Amino Acid Surfactant Product Portfolio
- 14.13.3 Huzhou Ouli Biotechnology Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.14 Solvay
- 14.14.1 Solvay Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.14.2 Solvay Amino Acid Surfactant Product Portfolio
- 14.14.3 Solvay Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.15 Zschimmer & Schwarz
- 14.15.1 Zschimmer & Schwarz Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.15.2 Zschimmer & Schwarz Amino Acid Surfactant Product Portfolio
- 14.15.3 Zschimmer & Schwarz Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.16 Toho Chemical Industry
- 14.16.1 Toho Chemical Industry Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.16.2 Toho Chemical Industry Amino Acid Surfactant Product Portfolio
- 14.16.3 Toho Chemical Industry Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.17 Bafeorii Chemical
- 14.17.1 Bafeorii Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.17.2 Bafeorii Chemical Amino Acid Surfactant Product Portfolio
- 14.17.3 Bafeorii Chemical Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.18 Berg + Schmidt
- 14.18.1 Berg + Schmidt Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.18.2 Berg + Schmidt Amino Acid Surfactant Product Portfolio
- 14.18.3 Berg + Schmidt Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.19 Taiwan NJC
- 14.19.1 Taiwan NJC Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.19.2 Taiwan NJC Amino Acid Surfactant Product Portfolio
- 14.19.3 Taiwan NJC Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.20 Stepan
- 14.20.1 Stepan Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.20.2 Stepan Amino Acid Surfactant Product Portfolio
- 14.20.3 Stepan Amino Acid Surfactant Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 15 Industry Chain Analysis
- 15.1 Amino Acid Surfactant Industry Chain Analysis
- 15.2 Amino Acid Surfactant Industry Upstream Supply Analysis
- 15.2.1 Upstream Key Raw Material Supply Analysis
- 15.2.2 Raw Material Suppliers and Contact Information
- 15.3 Amino Acid Surfactant Typical Downstream Customers
- 15.4 Amino Acid Surfactant Sales Channel Analysis
- 16 Research Findings and Conclusion
- 17 Methodology and Data Source
- 17.1 Methodology/Research Approach
- 17.2 Research Scope
- 17.3 Benchmarks and Assumptions
- 17.4 Date Source
- 17.4.1 Primary Sources
- 17.4.2 Secondary Sources
- 17.5 Data Cross Validation
- 17.6 Disclaimer
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