Global Coco Mono Ethanol Amide (CMEA) Competitive Landscape Professional Research Report 2024

Report Format: PDF   |   Report ID: 5691140   |   Published Date: August 2024   |   Pages:  170+  

Research Summary
Coco Mono Ethanol Amide (CMEA) is a surfactant and a type of nonionic detergent derived from coconut oil. It is commonly used in the production of various personal care and household products, including shampoos, conditioners, liquid soaps, and cleaning agents. CMEA acts as a foaming agent and thickener, improving the texture and stability of products. Its unique properties make it an effective emulsifier, allowing oil and water to mix together. In personal care products, CMEA contributes to creating a rich lather and enhancing the cleansing properties. In household cleaning agents, it helps to remove dirt and grease from surfaces. CMEA is considered safe for use in cosmetics and cleaning products when used at appropriate concentrations and following safety guidelines.
According to DIResearch's in-depth investigation and research, the global Coco Mono Ethanol Amide (CMEA) market size will reach US$ XX Million in 2024, and is expected to reach US$ XX 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 US$ XX Million, accounting for approximately XX% of the world. It is expected to reach US$ XX Million in 2030, and the global share will reach XX%.
The major global manufacturers of Coco Mono Ethanol Amide (CMEA) include BASF, Galaxy Surfactant, Kao Chemicals, Solvay, Evonik, Clariant Chemical, Guangzhou Flower's Song Fine Chemical Co, KLK OLEO, Lubrizol, Croda, Stepan, ERCA WILMAR, Pilot Chemical, Taiwan NJC, Cedar Concepts Corporation, Enaspol 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 Coco Mono Ethanol Amide (CMEA). 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 Coco Mono Ethanol Amide (CMEA) 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 Coco Mono Ethanol Amide (CMEA) 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 Coco Mono Ethanol Amide (CMEA) 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 Coco Mono Ethanol Amide (CMEA) Include:
BASF
Galaxy Surfactant
Kao Chemicals
Solvay
Evonik
Clariant Chemical
Guangzhou Flower's Song Fine Chemical Co
KLK OLEO
Lubrizol
Croda
Stepan
ERCA WILMAR
Pilot Chemical
Taiwan NJC
Cedar Concepts Corporation
Enaspol
Coco Mono Ethanol Amide (CMEA) Product Segment Include:
No Glycerol
Glycerol
Coco Mono Ethanol Amide (CMEA) Product Application Include:
Personal Care
Home Care
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Coco Mono Ethanol Amide (CMEA) Capacity and Production Analysis
Chapter 3: Global Coco Mono Ethanol Amide (CMEA) Industry PESTEL Analysis
Chapter 4: Global Coco Mono Ethanol Amide (CMEA) Industry Porter's Five Forces Analysis
Chapter 5: Global Coco Mono Ethanol Amide (CMEA) Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 6: Global Coco Mono Ethanol Amide (CMEA) Market Size and Forecast by Type and Application Analysis
Chapter 7: North America Coco Mono Ethanol Amide (CMEA) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: Europe Coco Mono Ethanol Amide (CMEA) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: China Coco Mono Ethanol Amide (CMEA) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: APAC (Excl. China) Coco Mono Ethanol Amide (CMEA) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Latin America Coco Mono Ethanol Amide (CMEA) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Middle East and Africa Coco Mono Ethanol Amide (CMEA) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 13: Global Coco Mono Ethanol Amide (CMEA) 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

1 Coco Mono Ethanol Amide (CMEA) Market Overview

1.1 Product Definition and Statistical Scope

1.2 Coco Mono Ethanol Amide (CMEA) Product by Type

1.2.1 Global Coco Mono Ethanol Amide (CMEA) Market Size by Type, 2023 VS 2024 VS 2030

1.2.2 No Glycerol

1.2.3 Glycerol

1.3 Coco Mono Ethanol Amide (CMEA) Product by Application

1.3.1 Global Coco Mono Ethanol Amide (CMEA) Market Size by Application, 2023 VS 2024 VS 2030

1.3.2 Personal Care

1.3.3 Home Care

1.3.4 Others

1.4 Global Coco Mono Ethanol Amide (CMEA) Market Revenue and Sales Analysis

1.4.1 Global Coco Mono Ethanol Amide (CMEA) Market Size Analysis (2019-2030)

1.4.2 Global Coco Mono Ethanol Amide (CMEA) Market Sales Analysis (2019-2030)

1.4.3 Global Coco Mono Ethanol Amide (CMEA) Market Sales Price Trend Analysis (2019-2030)

1.5 Coco Mono Ethanol Amide (CMEA) Market Development Status and Trends

1.5.1 Coco Mono Ethanol Amide (CMEA) Industry Development Status Analysis

1.5.2 Coco Mono Ethanol Amide (CMEA) Industry Development Trends Analysis

2 Global Coco Mono Ethanol Amide (CMEA) Capacity and Production Analysis

2.1 Global Coco Mono Ethanol Amide (CMEA) Production Capacity (2019-2030)

2.2 Global Coco Mono Ethanol Amide (CMEA) Production by Region: 2023 VS 2024 VS 2030

2.3 Global Coco Mono Ethanol Amide (CMEA) Production by Region

2.3.1 Global Coco Mono Ethanol Amide (CMEA) Historic Production by Region (2019-2024)

2.3.2 Global Coco Mono Ethanol Amide (CMEA) Forecasted Production by Region (2025-2030)

2.3.3 Global Coco Mono Ethanol Amide (CMEA) Production Market Share by Region (2019-2030)

3 Coco Mono Ethanol Amide (CMEA) 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 Coco Mono Ethanol Amide (CMEA) 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 Coco Mono Ethanol Amide (CMEA) Market Analysis by Regions

5.1 Coco Mono Ethanol Amide (CMEA) Overall Market: 2023 VS 2024 VS 2030

5.2 Global Coco Mono Ethanol Amide (CMEA) Revenue and Forecast Analysis (2019-2030)

5.2.1 Global Coco Mono Ethanol Amide (CMEA) Revenue and Market Share by Region (2019-2024)

5.2.2 Global Coco Mono Ethanol Amide (CMEA) Revenue Forecast by Region (2025-2030)

5.3 Global Coco Mono Ethanol Amide (CMEA) Sales and Forecast Analysis (2019-2030)

5.3.1 Global Coco Mono Ethanol Amide (CMEA) Sales and Market Share by Region (2019-2024)

5.3.2 Global Coco Mono Ethanol Amide (CMEA) Sales Forecast by Region (2025-2030)

5.4 Global Coco Mono Ethanol Amide (CMEA) Sales Price Trend Analysis (2019-2030)

6 Global Coco Mono Ethanol Amide (CMEA) Market Size by Type and Application

6.1 Global Coco Mono Ethanol Amide (CMEA) Market Size by Type

6.1.1 Global Coco Mono Ethanol Amide (CMEA) Revenue and Forecast Analysis by Type (2019-2030)

6.1.2 Global Coco Mono Ethanol Amide (CMEA) Sales and Forecast Analysis by Type (2019-2030)

6.2 Global Coco Mono Ethanol Amide (CMEA) Market Size by Application

6.2.1 Global Coco Mono Ethanol Amide (CMEA) Revenue and Forecast Analysis by Application (2019-2030)

6.2.2 Global Coco Mono Ethanol Amide (CMEA) Sales and Forecast Analysis by Application (2019-2030)

7 North America

7.1 North America Coco Mono Ethanol Amide (CMEA) Market Size and Growth Rate Analysis (2019-2030)

7.2 North America Key Manufacturers Analysis

7.3 North America Coco Mono Ethanol Amide (CMEA) Market Size by Type

7.3.1 North America Coco Mono Ethanol Amide (CMEA) Sales by Type (2019-2030)

7.3.2 North America Coco Mono Ethanol Amide (CMEA) Revenue by Type (2019-2030)

7.4 North America Coco Mono Ethanol Amide (CMEA) Market Size by Application

7.4.1 North America Coco Mono Ethanol Amide (CMEA) Sales by Application (2019-2030)

7.4.2 North America Coco Mono Ethanol Amide (CMEA) Revenue by Application (2019-2030)

7.5 North America Coco Mono Ethanol Amide (CMEA) Market Size by Country

7.5.1 US

7.5.2 Canada

8 Europe

8.1 Europe Coco Mono Ethanol Amide (CMEA) Market Size and Growth Rate Analysis (2019-2030)

8.2 Europe Key Manufacturers Analysis

8.3 Europe Coco Mono Ethanol Amide (CMEA) Market Size by Type

8.3.1 Europe Coco Mono Ethanol Amide (CMEA) Sales by Type (2019-2030)

8.3.2 Europe Coco Mono Ethanol Amide (CMEA) Revenue by Type (2019-2030)

8.4 Europe Coco Mono Ethanol Amide (CMEA) Market Size by Application

8.4.1 Europe Coco Mono Ethanol Amide (CMEA) Sales by Application (2019-2030)

8.4.2 ? Europe Coco Mono Ethanol Amide (CMEA) Revenue by Application (2019-2030)

8.5 Europe Coco Mono Ethanol Amide (CMEA) 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 Coco Mono Ethanol Amide (CMEA) Market Size and Growth Rate Analysis (2019-2030)

9.2 China Key Manufacturers Analysis

9.3 China Coco Mono Ethanol Amide (CMEA) Market Size by Type

9.3.1 China Coco Mono Ethanol Amide (CMEA) Sales by Type (2019-2030)

9.3.2 China Coco Mono Ethanol Amide (CMEA) Revenue by Type (2019-2030)

9.4 China Coco Mono Ethanol Amide (CMEA) Market Size by Application

9.4.1 China Coco Mono Ethanol Amide (CMEA) Sales by Application (2019-2030)

9.4.2 China Coco Mono Ethanol Amide (CMEA) Revenue by Application (2019-2030)

10 APAC (excl. China)

10.1 APAC (excl. China) Coco Mono Ethanol Amide (CMEA) Market Size and Growth Rate Analysis (2019-2030)

10.2 APAC (excl. China) Key Manufacturers Analysis

10.3 APAC (excl. China) Coco Mono Ethanol Amide (CMEA) Market Size by Type

10.3.1 APAC (excl. China) Coco Mono Ethanol Amide (CMEA) Sales by Type (2019-2030)

10.3.2 APAC (excl. China) Coco Mono Ethanol Amide (CMEA) Revenue by Type (2019-2030)

10.4 APAC (excl. China) Coco Mono Ethanol Amide (CMEA) Market Size by Application

10.4.1 APAC (excl. China) Coco Mono Ethanol Amide (CMEA) Sales by Application (2019-2030)

10.4.2 APAC (excl. China) Coco Mono Ethanol Amide (CMEA) Revenue by Application (2019-2030)

10.5 APAC (excl. China) Coco Mono Ethanol Amide (CMEA) 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 Coco Mono Ethanol Amide (CMEA) Market Size and Growth Rate Analysis (2019-2030)

11.2 Latin America Key Manufacturers Analysis

11.3 Latin America Coco Mono Ethanol Amide (CMEA) Market Size by Type

11.3.1 Latin America Coco Mono Ethanol Amide (CMEA) Sales by Type (2019-2030)

11.3.2 Latin America Coco Mono Ethanol Amide (CMEA) Revenue by Type (2019-2030)

11.4 Latin America Coco Mono Ethanol Amide (CMEA) Market Size by Application

11.4.1 Latin America Coco Mono Ethanol Amide (CMEA) Sales by Application (2019-2030)

11.4.2 Latin America Coco Mono Ethanol Amide (CMEA) Revenue by Application (2019-2030)

11.5 Latin America Coco Mono Ethanol Amide (CMEA) Market Size by Country

11.5.1 Mexico

11.5.2 Brazil

12 Middle East & Africa

12.1 Middle East & Africa Coco Mono Ethanol Amide (CMEA) Market Size and Growth Rate Analysis (2019-2030)

12.2 Middle East & Africa Key Manufacturers Analysis

12.3 Middle East & Africa Coco Mono Ethanol Amide (CMEA) Market Size by Type

12.3.1 Middle East & Africa Coco Mono Ethanol Amide (CMEA) Sales by Type (2019-2030)

12.3.2 Middle East & Africa Coco Mono Ethanol Amide (CMEA) Revenue by Type (2019-2030)

12.4 Middle East & Africa Coco Mono Ethanol Amide (CMEA) Market Size by Application

12.4.1 Middle East & Africa Coco Mono Ethanol Amide (CMEA) Sales by Application (2019-2030)

12.4.2 Middle East & Africa Coco Mono Ethanol Amide (CMEA) Revenue by Application (2019-2030)

12.5 Middle East & Africa Coco Mono Ethanol Amide (CMEA) Market Size by Country

12.5.1 Saudi Arabia

12.5.2 South Africa

13 Competition by Manufacturers

13.1 Global Coco Mono Ethanol Amide (CMEA) Market Sales, Revenue and Price by Key Manufacturers (2020-2024)

13.1.1 Global Coco Mono Ethanol Amide (CMEA) Market Sales by Key Manufacturers (2020-2024)

13.1.2 Global Coco Mono Ethanol Amide (CMEA) Market Revenue by Key Manufacturers (2020-2024)

13.1.3 Global Coco Mono Ethanol Amide (CMEA) Average Sales Price by Manufacturers (2020-2024)

13.2 Coco Mono Ethanol Amide (CMEA) Competitive Landscape Analysis and Market Dynamic

13.2.1 Coco Mono Ethanol Amide (CMEA) 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 BASF

14.1.1 BASF Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.1.2 BASF Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.1.3 BASF Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.2 Galaxy Surfactant

14.2.1 Galaxy Surfactant Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.2.2 Galaxy Surfactant Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.2.3 Galaxy Surfactant Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.3 Kao Chemicals

14.3.1 Kao Chemicals Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.3.2 Kao Chemicals Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.3.3 Kao Chemicals Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.4 Solvay

14.4.1 Solvay Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.4.2 Solvay Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.4.3 Solvay Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.5 Evonik

14.5.1 Evonik Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.5.2 Evonik Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.5.3 Evonik Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.6 Clariant Chemical

14.6.1 Clariant Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.6.2 Clariant Chemical Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.6.3 Clariant Chemical Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.7 Guangzhou Flower's Song Fine Chemical Co

14.7.1 Guangzhou Flower's Song Fine Chemical Co Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.7.2 Guangzhou Flower's Song Fine Chemical Co Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.7.3 Guangzhou Flower's Song Fine Chemical Co Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.8 KLK OLEO

14.8.1 KLK OLEO Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.8.2 KLK OLEO Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.8.3 KLK OLEO Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.9 Lubrizol

14.9.1 Lubrizol Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.9.2 Lubrizol Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.9.3 Lubrizol Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.10 Croda

14.10.1 Croda Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.10.2 Croda Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.10.3 Croda Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.11 Stepan

14.11.1 Stepan Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.11.2 Stepan Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.11.3 Stepan Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.12 ERCA WILMAR

14.12.1 ERCA WILMAR Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.12.2 ERCA WILMAR Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.12.3 ERCA WILMAR Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.13 Pilot Chemical

14.13.1 Pilot Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.13.2 Pilot Chemical Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.13.3 Pilot Chemical Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.14 Taiwan NJC

14.14.1 Taiwan NJC Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.14.2 Taiwan NJC Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.14.3 Taiwan NJC Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.15 Cedar Concepts Corporation

14.15.1 Cedar Concepts Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.15.2 Cedar Concepts Corporation Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.15.3 Cedar Concepts Corporation Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.16 Enaspol

14.16.1 Enaspol Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.16.2 Enaspol Coco Mono Ethanol Amide (CMEA) Product Portfolio

14.16.3 Enaspol Coco Mono Ethanol Amide (CMEA) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

15 Industry Chain Analysis

15.1 Coco Mono Ethanol Amide (CMEA) Industry Chain Analysis

15.2 Coco Mono Ethanol Amide (CMEA) Industry Upstream Supply Analysis

15.2.1 Upstream Key Raw Material Supply Analysis

15.2.2 Raw Material Suppliers and Contact Information

15.3 Coco Mono Ethanol Amide (CMEA) Typical Downstream Customers

15.4 Coco Mono Ethanol Amide (CMEA) 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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