Global Dyes Market Research Report, Competitive, Technology and Forecast Analysis 2025-2032
Description
Market Overview
According to DIResearch"s in-depth investigation and research, the global Dyes market size will reach 10,853 Million USD in 2025 and is projected to reach 13,836 Million USD by 2032, with a CAGR of 3.53% (2025-2032). Notably, the China Dyes market has changed rapidly in the past few years. By 2025, China"s market size is expected to be Million USD, representing approximately % of the global market share.
Research Summary
Dyes are substances, often in the form of colorants or pigments, that are used to impart color to various materials, primarily textiles, but also paper, plastics, leather, and more. They function by chemically or physically binding to the surface of the material, altering its visual appearance by absorbing certain wavelengths of light and reflecting others. Dyes can be derived from natural sources, such as plants and animals, or synthesized through chemical processes, offering a wide range of hues and shades to create vibrant and lasting colors in a diverse array of applications, from fashion and art to industrial and manufacturing processes.
The major global manufacturers of Dyes include LonSen, Archroma, Huntsman, Runtu, Jihua Group, Colourtex, Kyung-In, Jay Chemicals, Kiri Industries, Nippon Kayaku, OHYOUNG, Jiangsu Jinji Industrial, Eksoy, ANOKY, Everlight Chemical, Sumitomo, Zhejiang Yide Chemical, CHT Group, Bodal Chemical, Setas, YaBuLai Dyestuff, Yabang, Roha, Atul, Aarti Industries Ltd, Anand International, etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of Dyes. Focus on analysing the market share, product portfolio, prices, sales, 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 Dyes market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include US, Germany, Japan, China, France, UK, South Korea, Canada, Italy, Russia, Mexico, Brazil, India, Vietnam, Thailand, South Africa and other regions, covering the Dyes 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 Dyes 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 Dyes Include:
LonSen
Archroma
Huntsman
Runtu
Jihua Group
Colourtex
Kyung-In
Jay Chemicals
Kiri Industries
Nippon Kayaku
OHYOUNG
Jiangsu Jinji Industrial
Eksoy
ANOKY
Everlight Chemical
Sumitomo
Zhejiang Yide Chemical
CHT Group
Bodal Chemical
Setas
YaBuLai Dyestuff
Yabang
Roha
Atul
Aarti Industries Ltd
Anand International
Dyes Product Segment Include:
Disperse Dyes
Reactive Dyes
Sulfur Dyes
Vat Dyes
Acid Dyes
Others
Dyes Product Application Include:
Textile
Leather
Paper
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trend
Chapter 2: Global Dyes Capacity and Production Analysis
Chapter 3: Global Dyes Industry PESTEL Analysis
Chapter 4: Global Dyes Industry Porter's Five Forces Analysis
Chapter 5: Global Dyes Major Regional Market Size (Sales, Revenue, Price) and Forecast Analysis
Chapter 6: Global Dyes Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 7: Global Dyes Sales, Revenue, Price and Forecast by Product Type
Chapter 8: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 9: Industrial Chain Analysis, Dyes Different Application Market Analysis (Sales and Revenue), Sales Channel Analysis
Chapter 10: Research Findings and Conclusion
Chapter 11: Methodology and Data Sources
According to DIResearch"s in-depth investigation and research, the global Dyes market size will reach 10,853 Million USD in 2025 and is projected to reach 13,836 Million USD by 2032, with a CAGR of 3.53% (2025-2032). Notably, the China Dyes market has changed rapidly in the past few years. By 2025, China"s market size is expected to be Million USD, representing approximately % of the global market share.
Research Summary
Dyes are substances, often in the form of colorants or pigments, that are used to impart color to various materials, primarily textiles, but also paper, plastics, leather, and more. They function by chemically or physically binding to the surface of the material, altering its visual appearance by absorbing certain wavelengths of light and reflecting others. Dyes can be derived from natural sources, such as plants and animals, or synthesized through chemical processes, offering a wide range of hues and shades to create vibrant and lasting colors in a diverse array of applications, from fashion and art to industrial and manufacturing processes.
The major global manufacturers of Dyes include LonSen, Archroma, Huntsman, Runtu, Jihua Group, Colourtex, Kyung-In, Jay Chemicals, Kiri Industries, Nippon Kayaku, OHYOUNG, Jiangsu Jinji Industrial, Eksoy, ANOKY, Everlight Chemical, Sumitomo, Zhejiang Yide Chemical, CHT Group, Bodal Chemical, Setas, YaBuLai Dyestuff, Yabang, Roha, Atul, Aarti Industries Ltd, Anand International, etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of Dyes. Focus on analysing the market share, product portfolio, prices, sales, 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 Dyes market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include US, Germany, Japan, China, France, UK, South Korea, Canada, Italy, Russia, Mexico, Brazil, India, Vietnam, Thailand, South Africa and other regions, covering the Dyes 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 Dyes 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 Dyes Include:
LonSen
Archroma
Huntsman
Runtu
Jihua Group
Colourtex
Kyung-In
Jay Chemicals
Kiri Industries
Nippon Kayaku
OHYOUNG
Jiangsu Jinji Industrial
Eksoy
ANOKY
Everlight Chemical
Sumitomo
Zhejiang Yide Chemical
CHT Group
Bodal Chemical
Setas
YaBuLai Dyestuff
Yabang
Roha
Atul
Aarti Industries Ltd
Anand International
Dyes Product Segment Include:
Disperse Dyes
Reactive Dyes
Sulfur Dyes
Vat Dyes
Acid Dyes
Others
Dyes Product Application Include:
Textile
Leather
Paper
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trend
Chapter 2: Global Dyes Capacity and Production Analysis
Chapter 3: Global Dyes Industry PESTEL Analysis
Chapter 4: Global Dyes Industry Porter's Five Forces Analysis
Chapter 5: Global Dyes Major Regional Market Size (Sales, Revenue, Price) and Forecast Analysis
Chapter 6: Global Dyes Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 7: Global Dyes Sales, Revenue, Price and Forecast by Product Type
Chapter 8: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 9: Industrial Chain Analysis, Dyes Different Application Market Analysis (Sales and Revenue), Sales Channel Analysis
Chapter 10: Research Findings and Conclusion
Chapter 11: Methodology and Data Sources
Table of Contents
165 Pages
- 1 Dyes Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Dyes Product by Type
- 1.2.1 Disperse Dyes
- 1.2.2 Reactive Dyes
- 1.2.3 Sulfur Dyes
- 1.2.4 Vat Dyes
- 1.2.5 Acid Dyes
- 1.2.6 Others
- 1.3 Dyes Product by Application
- 1.3.1 Textile
- 1.3.2 Leather
- 1.3.3 Paper
- 1.3.4 Others
- 1.4 Global Dyes Market Revenue and Sales Analysis
- 1.4.1 Global Dyes Revenue Market Size Analysis (2020-2032)
- 1.4.2 Global Dyes Sales Market Sales Analysis (2020-2032)
- 1.4.3 Global Dyes Market Sales Price Trend Analysis (2020-2032)
- 1.5 Dyes Market Development Status and Trends
- 1.5.1 Dyes Industry Development Status Analysis
- 1.5.2 Dyes Industry Development Trends Analysis
- 2 Global Dyes Capacity and Production Analysis
- 2.1 Global Dyes Capacity, Production and Utilization (2020-2032)
- 2.2 Global Dyes Production Growth Trend by Region: 2024 VS 2025 VS 2032
- 2.3 Global Dyes Production by Region
- 2.3.1 Global Dyes Production by Region (2020-2025)
- 2.3.2 Global Dyes Production Forecast by Region (2026-2032)
- 2.3.3 Global Dyes Production Market Share by Region (2020-2032)
- 3 Dyes 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 Dyes 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 Dyes Market Analysis by Country
- 5.1 Global Dyes Market Size Analysis by Country: 2024 VS 2025 VS 2032
- 5.1.1 Global Dyes Revenue and Market Share by Country (2020-2025)
- 5.1.2 Global Dyes Revenue and Market Share Forecast by Country (2026-2032)
- 5.2 Global Dyes Sales Analysis by Country: 2024 VS 2025 VS 2032
- 5.2.1 Global Dyes Sales and Market Share by Country (2020-2025)
- 5.2.2 Global Dyes Sales and Market Share Forecast by Country (2026-2032)
- 5.3 United States Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.4 Germany Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.5 Japan Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.6 China Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.7 France Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.8 U.K. Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.9 South Korea Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.10 Canada Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.11 Italy Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.12 Russia Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.13 Mexico Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.14 Brazil Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.15 India Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.16 Vietnam Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.17 Thailand Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 5.18 South Africa Dyes Market Sales, Revenue and Growth Rate (2020-2032)
- 6 Competition by Manufacturers
- 6.1 Global Dyes Market Sales, Revenue and Sales Price by Key Manufacturers (2021-2025)
- 6.1.1 Global Dyes Market Sales by Key Manufacturers (2021-2025)
- 6.1.2 Global Dyes Market Revenue by Key Manufacturers (2021-2025)
- 6.1.3 Global Dyes Average Sales Price by Manufacturers (2021-2025)
- 6.2 Dyes Competitive Landscape Analysis and Market Dynamic
- 6.2.1 Dyes Competitive Landscape Analysis
- 6.2.2 Global Key Manufacturers Headquarter and Key Area Sales
- 6.2.3 Market Dynamic
- 7 Dyes Market Analysis by Type
- 7.1 Global Dyes Market Revenue Analysis by Type
- 7.1.1 Global Dyes Market Size Analysis by Type: 2024 & 2025 & 2032
- 7.1.2 Global Dyes Revenue and Forecast Analysis by Type (2020-2032)
- 7.2 Global Dyes Market Sales and Forecast Analysis by Type (2020-2032)
- 7.3 Global Dyes Sales Price Trend Analysis by Type (2020-2032)
- 8 Key Companies Analysis
- 8.1 LonSen
- 8.1.1 LonSen Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.1.2 LonSen Dyes Product Portfolio
- 8.1.3 LonSen Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.2 Archroma
- 8.2.1 Archroma Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.2.2 Archroma Dyes Product Portfolio
- 8.2.3 Archroma Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.3 Huntsman
- 8.3.1 Huntsman Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.3.2 Huntsman Dyes Product Portfolio
- 8.3.3 Huntsman Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.4 Runtu
- 8.4.1 Runtu Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.4.2 Runtu Dyes Product Portfolio
- 8.4.3 Runtu Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.5 Jihua Group
- 8.5.1 Jihua Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.5.2 Jihua Group Dyes Product Portfolio
- 8.5.3 Jihua Group Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.6 Colourtex
- 8.6.1 Colourtex Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.6.2 Colourtex Dyes Product Portfolio
- 8.6.3 Colourtex Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.7 Kyung-In
- 8.7.1 Kyung-In Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.7.2 Kyung-In Dyes Product Portfolio
- 8.7.3 Kyung-In Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.8 Jay Chemicals
- 8.8.1 Jay Chemicals Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.8.2 Jay Chemicals Dyes Product Portfolio
- 8.8.3 Jay Chemicals Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.9 Kiri Industries
- 8.9.1 Kiri Industries Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.9.2 Kiri Industries Dyes Product Portfolio
- 8.9.3 Kiri Industries Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.10 Nippon Kayaku
- 8.10.1 Nippon Kayaku Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.10.2 Nippon Kayaku Dyes Product Portfolio
- 8.10.3 Nippon Kayaku Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.11 OHYOUNG
- 8.11.1 OHYOUNG Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.11.2 OHYOUNG Dyes Product Portfolio
- 8.11.3 OHYOUNG Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.12 Jiangsu Jinji Industrial
- 8.12.1 Jiangsu Jinji Industrial Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.12.2 Jiangsu Jinji Industrial Dyes Product Portfolio
- 8.12.3 Jiangsu Jinji Industrial Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.13 Eksoy
- 8.13.1 Eksoy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.13.2 Eksoy Dyes Product Portfolio
- 8.13.3 Eksoy Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.14 ANOKY
- 8.14.1 ANOKY Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.14.2 ANOKY Dyes Product Portfolio
- 8.14.3 ANOKY Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.15 Everlight Chemical
- 8.15.1 Everlight Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.15.2 Everlight Chemical Dyes Product Portfolio
- 8.15.3 Everlight Chemical Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.16 Sumitomo
- 8.16.1 Sumitomo Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.16.2 Sumitomo Dyes Product Portfolio
- 8.16.3 Sumitomo Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.17 Zhejiang Yide Chemical
- 8.17.1 Zhejiang Yide Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.17.2 Zhejiang Yide Chemical Dyes Product Portfolio
- 8.17.3 Zhejiang Yide Chemical Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.18 CHT Group
- 8.18.1 CHT Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.18.2 CHT Group Dyes Product Portfolio
- 8.18.3 CHT Group Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.19 Bodal Chemical
- 8.19.1 Bodal Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.19.2 Bodal Chemical Dyes Product Portfolio
- 8.19.3 Bodal Chemical Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.20 Setas
- 8.20.1 Setas Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.20.2 Setas Dyes Product Portfolio
- 8.20.3 Setas Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.21 YaBuLai Dyestuff
- 8.21.1 YaBuLai Dyestuff Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.21.2 YaBuLai Dyestuff Dyes Product Portfolio
- 8.21.3 YaBuLai Dyestuff Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.22 Yabang
- 8.22.1 Yabang Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.22.2 Yabang Dyes Product Portfolio
- 8.22.3 Yabang Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.23 Roha
- 8.23.1 Roha Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.23.2 Roha Dyes Product Portfolio
- 8.23.3 Roha Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.24 Atul
- 8.24.1 Atul Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.24.2 Atul Dyes Product Portfolio
- 8.24.3 Atul Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.25 Aarti Industries Ltd
- 8.25.1 Aarti Industries Ltd Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.25.2 Aarti Industries Ltd Dyes Product Portfolio
- 8.25.3 Aarti Industries Ltd Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.26 Anand International
- 8.26.1 Anand International Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.26.2 Anand International Dyes Product Portfolio
- 8.26.3 Anand International Dyes Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 9 Industry Chain Analysis
- 9.1 Dyes Industry Chain Analysis
- 9.2 Dyes Industry Upstream Supply Analysis
- 9.2.1 Upstream Key Raw Material Supply Analysis
- 9.2.2 Raw Material Suppliers and Contact Information
- 9.3 Dyes Product Downstream Application Analysis
- 9.3.1 Global Dyes Revenue Market Size by Application: 2024 VS 2025 VS 2032
- 9.3.2 Global Dyes Revenue and Forecast Analysis by Application (2020-2032)
- 9.3.3 Global Dyes Sales and Forecast Analysis by Application (2020-2032)
- 9.4 Dyes Typical Downstream Customers
- 9.5 Dyes Sales Channel Analysis
- 10 Research Findings and Conclusion
- 11 Methodology and Data Source
- 11.1 Methodology/Research Approach
- 11.2 Research Scope
- 11.3 Benchmarks and Assumptions
- 11.4 Date Source
- 11.4.1 Primary Sources
- 11.4.2 Secondary Sources
- 11.5 Data Cross Validation
- 11.6 Disclaimer
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