Global Carboxymethyl Cellulose for Lithium-ion Batteries Competitive Landscape Professional Research Report 2024

Global Carboxymethyl Cellulose for Lithium-ion Batteries Competitive Landscape Professional Research Report 2024



Research Summary

Carboxymethyl cellulose (CMC) is a widely used binder in the manufacturing of lithium-ion batteries (LIBs), specifically for electrode fabrication. CMC, derived from cellulose, is valued for its unique properties that enhance the performance and stability of LIB electrodes. As a binder, CMC plays several important roles: it helps adhere the active material particles (such as lithium cobalt oxide for cathodes or graphite for anodes) and conductive additives to the current collector, ensuring good electrical conductivity and mechanical integrity within the electrode structure. CMC also aids in maintaining the structural stability of the electrode during charge and discharge cycles, reducing particle detachment and electrode degradation. Additionally, CMC can improve the adhesion of the electrode to the separator and prevent the formation of dendrites, contributing to the safety and longevity of lithium-ion batteries. Its versatility and compatibility with various electrode materials make CMC a preferred choice in battery manufacturing, supporting the development of high-performance batteries for applications in electric vehicles, portable electronics, and energy storage systems.

According to DIResearch's in-depth investigation and research, the global Carboxymethyl Cellulose for Lithium-ion Batteries 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 Carboxymethyl Cellulose for Lithium-ion Batteries include DuPont, Daicel, Nouryon, BASF, Kima Chemical, Fortune Biotech, Changzhou Guoyu, Changshu Wealthy, Jiangyin Hansstar, Renqiu Happy Chemical, Crystal Clear Electronic Material 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 Carboxymethyl Cellulose for Lithium-ion Batteries. 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 Carboxymethyl Cellulose for Lithium-ion Batteries 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 Carboxymethyl Cellulose for Lithium-ion Batteries 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 Carboxymethyl Cellulose for Lithium-ion Batteries 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 Carboxymethyl Cellulose for Lithium-ion Batteries Include:

DuPont

Daicel

Nouryon

BASF

Kima Chemical

Fortune Biotech

Changzhou Guoyu

Changshu Wealthy

Jiangyin Hansstar

Renqiu Happy Chemical

Crystal Clear Electronic Material

Carboxymethyl Cellulose for Lithium-ion Batteries Product Segment Include:

Sodium Carboxymethyl Cellulose

Carboxymethyl Cellulose Lithium

Others

Carboxymethyl Cellulose for Lithium-ion Batteries Product Application Include:

Power Lithium-ion Batteries

Consumer Lithium-ion Batteries

Energy Storage Lithium-ion Batteries

Chapter Scope

Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends

Chapter 2: Global Carboxymethyl Cellulose for Lithium-ion Batteries Capacity and Production Analysis

Chapter 3: Global Carboxymethyl Cellulose for Lithium-ion Batteries Industry PESTEL Analysis

Chapter 4: Global Carboxymethyl Cellulose for Lithium-ion Batteries Industry Porter’s Five Forces Analysis

Chapter 5: Global Carboxymethyl Cellulose for Lithium-ion Batteries Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 6: Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Size and Forecast by Type and Application Analysis

Chapter 7: North America Carboxymethyl Cellulose for Lithium-ion Batteries Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: Europe Carboxymethyl Cellulose for Lithium-ion Batteries Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: China Carboxymethyl Cellulose for Lithium-ion Batteries Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: APAC (Excl. China) Carboxymethyl Cellulose for Lithium-ion Batteries Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Latin America Carboxymethyl Cellulose for Lithium-ion Batteries Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Middle East and Africa Carboxymethyl Cellulose for Lithium-ion Batteries Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 13: Global Carboxymethyl Cellulose for Lithium-ion Batteries 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


1 Carboxymethyl Cellulose for Lithium-ion Batteries Market Overview
1.1 Product Definition and Statistical Scope
1.2 Carboxymethyl Cellulose for Lithium-ion Batteries Product by Type
1.2.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Type, 2023 VS 2024 VS 2030
1.2.2 Sodium Carboxymethyl Cellulose
1.2.3 Carboxymethyl Cellulose Lithium
1.2.4 Others
1.3 Carboxymethyl Cellulose for Lithium-ion Batteries Product by Application
1.3.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Application, 2023 VS 2024 VS 2030
1.3.2 Power Lithium-ion Batteries
1.3.3 Consumer Lithium-ion Batteries
1.3.4 Energy Storage Lithium-ion Batteries
1.4 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Revenue and Sales Analysis
1.4.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Size Analysis (2019-2030)
1.4.2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Sales Analysis (2019-2030)
1.4.3 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Sales Price Trend Analysis (2019-2030)
1.5 Carboxymethyl Cellulose for Lithium-ion Batteries Market Development Status and Trends
1.5.1 Carboxymethyl Cellulose for Lithium-ion Batteries Industry Development Status Analysis
1.5.2 Carboxymethyl Cellulose for Lithium-ion Batteries Industry Development Trends Analysis
2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Capacity and Production Analysis
2.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Production Capacity (2019-2030)
2.2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Production by Region: 2023 VS 2024 VS 2030
2.3 Global Carboxymethyl Cellulose for Lithium-ion Batteries Production by Region
2.3.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Historic Production by Region (2019-2024)
2.3.2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Forecasted Production by Region (2025-2030)
2.3.3 Global Carboxymethyl Cellulose for Lithium-ion Batteries Production Market Share by Region (2019-2030)
3 Carboxymethyl Cellulose for Lithium-ion Batteries 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 Carboxymethyl Cellulose for Lithium-ion Batteries 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 Carboxymethyl Cellulose for Lithium-ion Batteries Market Analysis by Regions
5.1 Carboxymethyl Cellulose for Lithium-ion Batteries Overall Market: 2023 VS 2024 VS 2030
5.2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Revenue and Forecast Analysis (2019-2030)
5.2.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Revenue and Market Share by Region (2019-2024)
5.2.2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Revenue Forecast by Region (2025-2030)
5.3 Global Carboxymethyl Cellulose for Lithium-ion Batteries Sales and Forecast Analysis (2019-2030)
5.3.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Sales and Market Share by Region (2019-2024)
5.3.2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Sales Forecast by Region (2025-2030)
5.4 Global Carboxymethyl Cellulose for Lithium-ion Batteries Sales Price Trend Analysis (2019-2030)
6 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Type and Application
6.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Type
6.1.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Revenue and Forecast Analysis by Type (2019-2030)
6.1.2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Sales and Forecast Analysis by Type (2019-2030)
6.2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Application
6.2.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Revenue and Forecast Analysis by Application (2019-2030)
6.2.2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Sales and Forecast Analysis by Application (2019-2030)
7 North America
7.1 North America Carboxymethyl Cellulose for Lithium-ion Batteries Market Size and Growth Rate Analysis (2019-2030)
7.2 North America Key Manufacturers Analysis
7.3 North America Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Type
7.3.1 North America Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Type (2019-2030)
7.3.2 North America Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Type (2019-2030)
7.4 North America Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Application
7.4.1 North America Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Application (2019-2030)
7.4.2 North America Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Application (2019-2030)
7.5 North America Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Country
7.5.1 US
7.5.2 Canada
8 Europe
8.1 Europe Carboxymethyl Cellulose for Lithium-ion Batteries Market Size and Growth Rate Analysis (2019-2030)
8.2 Europe Key Manufacturers Analysis
8.3 Europe Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Type
8.3.1 Europe Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Type (2019-2030)
8.3.2 Europe Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Type (2019-2030)
8.4 Europe Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Application
8.4.1 Europe Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Application (2019-2030)
8.4.2  Europe Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Application (2019-2030)
8.5 Europe Carboxymethyl Cellulose for Lithium-ion Batteries 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 Carboxymethyl Cellulose for Lithium-ion Batteries Market Size and Growth Rate Analysis (2019-2030)
9.2 China Key Manufacturers Analysis
9.3 China Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Type
9.3.1 China Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Type (2019-2030)
9.3.2 China Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Type (2019-2030)
9.4 China Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Application
9.4.1 China Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Application (2019-2030)
9.4.2 China Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Application (2019-2030)
10 APAC (excl. China)
10.1 APAC (excl. China) Carboxymethyl Cellulose for Lithium-ion Batteries Market Size and Growth Rate Analysis (2019-2030)
10.2 APAC (excl. China) Key Manufacturers Analysis
10.3 APAC (excl. China) Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Type
10.3.1 APAC (excl. China) Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Type (2019-2030)
10.3.2 APAC (excl. China) Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Type (2019-2030)
10.4 APAC (excl. China) Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Application
10.4.1 APAC (excl. China) Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Application (2019-2030)
10.4.2 APAC (excl. China) Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Application (2019-2030)
10.5 APAC (excl. China) Carboxymethyl Cellulose for Lithium-ion Batteries 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 Carboxymethyl Cellulose for Lithium-ion Batteries Market Size and Growth Rate Analysis (2019-2030)
11.2 Latin America Key Manufacturers Analysis
11.3 Latin America Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Type
11.3.1 Latin America Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Type (2019-2030)
11.3.2 Latin America Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Type (2019-2030)
11.4 Latin America Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Application
11.4.1 Latin America Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Application (2019-2030)
11.4.2 Latin America Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Application (2019-2030)
11.5 Latin America Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Country
11.5.1 Mexico
11.5.2 Brazil
12 Middle East & Africa
12.1 Middle East & Africa Carboxymethyl Cellulose for Lithium-ion Batteries Market Size and Growth Rate Analysis (2019-2030)
12.2 Middle East & Africa Key Manufacturers Analysis
12.3 Middle East & Africa Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Type
12.3.1 Middle East & Africa Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Type (2019-2030)
12.3.2 Middle East & Africa Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Type (2019-2030)
12.4 Middle East & Africa Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Application
12.4.1 Middle East & Africa Carboxymethyl Cellulose for Lithium-ion Batteries Sales by Application (2019-2030)
12.4.2 Middle East & Africa Carboxymethyl Cellulose for Lithium-ion Batteries Revenue by Application (2019-2030)
12.5 Middle East & Africa Carboxymethyl Cellulose for Lithium-ion Batteries Market Size by Country
12.5.1 Saudi Arabia
12.5.2 South Africa
13 Competition by Manufacturers
13.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
13.1.1 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Sales by Key Manufacturers (2020-2024)
13.1.2 Global Carboxymethyl Cellulose for Lithium-ion Batteries Market Revenue by Key Manufacturers (2020-2024)
13.1.3 Global Carboxymethyl Cellulose for Lithium-ion Batteries Average Sales Price by Manufacturers (2020-2024)
13.2 Carboxymethyl Cellulose for Lithium-ion Batteries Competitive Landscape Analysis and Market Dynamic
13.2.1 Carboxymethyl Cellulose for Lithium-ion Batteries 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 DuPont
14.1.1 DuPont Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.1.2 DuPont Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.1.3 DuPont Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.2 Daicel
14.2.1 Daicel Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.2.2 Daicel Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.2.3 Daicel Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.3 Nouryon
14.3.1 Nouryon Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.3.2 Nouryon Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.3.3 Nouryon Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.4 BASF
14.4.1 BASF Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.4.2 BASF Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.4.3 BASF Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.5 Kima Chemical
14.5.1 Kima Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.5.2 Kima Chemical Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.5.3 Kima Chemical Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.6 Fortune Biotech
14.6.1 Fortune Biotech Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.6.2 Fortune Biotech Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.6.3 Fortune Biotech Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.7 Changzhou Guoyu
14.7.1 Changzhou Guoyu Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.7.2 Changzhou Guoyu Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.7.3 Changzhou Guoyu Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.8 Changshu Wealthy
14.8.1 Changshu Wealthy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.8.2 Changshu Wealthy Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.8.3 Changshu Wealthy Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.9 Jiangyin Hansstar
14.9.1 Jiangyin Hansstar Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.9.2 Jiangyin Hansstar Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.9.3 Jiangyin Hansstar Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.10 Renqiu Happy Chemical
14.10.1 Renqiu Happy Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.10.2 Renqiu Happy Chemical Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.10.3 Renqiu Happy Chemical Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.11 Crystal Clear Electronic Material
14.11.1 Crystal Clear Electronic Material Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.11.2 Crystal Clear Electronic Material Carboxymethyl Cellulose for Lithium-ion Batteries Product Portfolio
14.11.3 Crystal Clear Electronic Material Carboxymethyl Cellulose for Lithium-ion Batteries Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
15 Industry Chain Analysis
15.1 Carboxymethyl Cellulose for Lithium-ion Batteries Industry Chain Analysis
15.2 Carboxymethyl Cellulose for Lithium-ion Batteries Industry Upstream Supply Analysis
15.2.1 Upstream Key Raw Material Supply Analysis
15.2.2 Raw Material Suppliers and Contact Information
15.3 Carboxymethyl Cellulose for Lithium-ion Batteries Typical Downstream Customers
15.4 Carboxymethyl Cellulose for Lithium-ion Batteries 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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