Research Summary Aluminum nitride ceramic substrates are a type of ceramic material that is commonly used in electronic applications. They are made from a compound called aluminum nitride, which is a chemical compound made up of aluminum and nitrogen. The material has excellent thermal conductivity, high strength, and good electrical insulation properties, which make it an ideal choice for electronic applications such as microelectronics, power electronics, semiconductors, and optoelectronics. The substrates are typically used as a base material for the production of electronic components such as power modules, LEDs, high-frequency boards, and integrated circuits. They are also used in thermal management applications to dissipate heat from electronic devices and ensure their reliable operation. According to DIResearch's in-depth investigation and research, the global Aluminum Nitride Ceramic Substrates 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 Aluminum Nitride Ceramic Substrates include Maruwa, Toshiba Materials, CeramTec, Denka, Kyocera, CoorsTek, Leatec Fine Ceramics, Fujian Huaqing Electronic Material Technology, Wuxi Hygood New Technology, Ningxia Ascendus, Shengda Tech, Chaozhou Three-Circle (Group), Leading Tech, Zhejiang Zhengtian New Materials, Hexagold Electronic Technology, Fujian ZINGIN New Material Technology, Shandong Sinocera Functional Material, Weihai Yuanhuan Advanced Ceramics 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 Aluminum Nitride Ceramic Substrates. 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 Aluminum Nitride Ceramic Substrates market. The report data covers historical data from 2019 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 Aluminum Nitride Ceramic Substrates 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 Aluminum Nitride Ceramic Substrates 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 Aluminum Nitride Ceramic Substrates Include: Maruwa Toshiba Materials CeramTec Denka Kyocera CoorsTek Leatec Fine Ceramics Fujian Huaqing Electronic Material Technology Wuxi Hygood New Technology Ningxia Ascendus Shengda Tech Chaozhou Three-Circle (Group) Leading Tech Zhejiang Zhengtian New Materials Hexagold Electronic Technology Fujian ZINGIN New Material Technology Shandong Sinocera Functional Material Weihai Yuanhuan Advanced Ceramics Aluminum Nitride Ceramic Substrates Product Segment Include: AlN-170 AlN-200 Others Aluminum Nitride Ceramic Substrates Product Application Include: IGBT Module LED Optical Communication Aerospace Others Chapter Scope Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends Chapter 2: Global Aluminum Nitride Ceramic Substrates Industry PESTEL Analysis Chapter 3: Global Aluminum Nitride Ceramic Substrates Industry Porter’s Five Forces Analysis Chapter 4: Global Aluminum Nitride Ceramic Substrates Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis Chapter 5: Global Aluminum Nitride Ceramic Substrates Market Size and Forecast by Type and Application Analysis Chapter 6: North America Aluminum Nitride Ceramic Substrates Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 7: Europe Aluminum Nitride Ceramic Substrates Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 8: China Aluminum Nitride Ceramic Substrates Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 9: APAC (Excl. China) Aluminum Nitride Ceramic Substrates Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 10: Latin America Aluminum Nitride Ceramic Substrates Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 11: Middle East and Africa Aluminum Nitride Ceramic Substrates Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 12: Global Aluminum Nitride Ceramic Substrates Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration) Chapter 13: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin) Chapter 14: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers Chapter 15: Research Findings and Conclusion Chapter 16: Methodology and Data Sources
Table of Contents 1 Aluminum Nitride Ceramic Substrates Market Overview 1.1 Product Definition and Statistical Scope 1.2 Aluminum Nitride Ceramic Substrates Product by Type 1.2.1 Global Aluminum Nitride Ceramic Substrates Market Size by Type, 2023 VS 2024 VS 2030 1.2.2 AlN-170 1.2.3 AlN-200 1.2.4 Others 1.3 Aluminum Nitride Ceramic Substrates Product by Application 1.3.1 Global Aluminum Nitride Ceramic Substrates Market Size by Application, 2023 VS 2024 VS 2030 1.3.2 IGBT Module 1.3.3 LED 1.3.4 Optical Communication 1.3.5 Aerospace 1.3.6 Others 1.4 Global Aluminum Nitride Ceramic Substrates Market Revenue and Sales Analysis 1.4.1 Global Aluminum Nitride Ceramic Substrates Market Size Analysis (2019-2030) 1.4.2 Global Aluminum Nitride Ceramic Substrates Market Sales Analysis (2019-2030) 1.4.3 Global Aluminum Nitride Ceramic Substrates Market Sales Price Trend Analysis (2019-2030) 1.5 Aluminum Nitride Ceramic Substrates Market Development Status and Trends 1.5.1 Aluminum Nitride Ceramic Substrates Industry Development Status Analysis 1.5.2 Aluminum Nitride Ceramic Substrates Industry Development Trends Analysis 2 Aluminum Nitride Ceramic Substrates Market PESTEL Analysis 2.1 Political Factors Analysis 2.2 Economic Factors Analysis 2.3 Social Factors Analysis 2.4 Technological Factors Analysis 2.5 Environmental Factors Analysis 2.6 Legal Factors Analysis 3 Aluminum Nitride Ceramic Substrates Market Porter's Five Forces Analysis 3.1 Competitive Rivalry 3.2 Threat of New Entrants 3.3 Bargaining Power of Suppliers 3.4 Bargaining Power of Buyers 3.5 Threat of Substitutes 4 Global Aluminum Nitride Ceramic Substrates Market Analysis by Regions 4.1 Aluminum Nitride Ceramic Substrates Overall Market: 2023 VS 2024 VS 2030 4.2 Global Aluminum Nitride Ceramic Substrates Revenue and Forecast Analysis (2019-2030) 4.2.1 Global Aluminum Nitride Ceramic Substrates Revenue and Market Share by Region (2019-2024) 4.2.2 Global Aluminum Nitride Ceramic Substrates Revenue Forecast by Region (2025-2030) 4.3 Global Aluminum Nitride Ceramic Substrates Sales and Forecast Analysis (2019-2030) 4.3.1 Global Aluminum Nitride Ceramic Substrates Sales and Market Share by Region (2019-2024) 4.3.2 Global Aluminum Nitride Ceramic Substrates Sales Forecast by Region (2025-2030) 4.4 Global Aluminum Nitride Ceramic Substrates Sales Price Trend Analysis (2019-2030) 5 Global Aluminum Nitride Ceramic Substrates Market Size by Type and Application 5.1 Global Aluminum Nitride Ceramic Substrates Market Size by Type 5.1.1 Global Aluminum Nitride Ceramic Substrates Revenue and Forecast Analysis by Type (2019-2030) 5.1.2 Global Aluminum Nitride Ceramic Substrates Sales and Forecast Analysis by Type (2019-2030) 5.2 Global Aluminum Nitride Ceramic Substrates Market Size by Application 5.2.1 Global Aluminum Nitride Ceramic Substrates Revenue and Forecast Analysis by Application (2019-2030) 5.2.2 Global Aluminum Nitride Ceramic Substrates Sales and Forecast Analysis by Application (2019-2030) 6 North America 6.1 North America Aluminum Nitride Ceramic Substrates Market Size and Growth Rate Analysis (2019-2030) 6.2 North America Key Manufacturers Analysis 6.3 North America Aluminum Nitride Ceramic Substrates Market Size by Type 6.3.1 North America Aluminum Nitride Ceramic Substrates Sales by Type (2019-2030) 6.3.2 North America Aluminum Nitride Ceramic Substrates Revenue by Type (2019-2030) 6.4 North America Aluminum Nitride Ceramic Substrates Market Size by Application 6.4.1 North America Aluminum Nitride Ceramic Substrates Sales by Application (2019-2030) 6.4.2 North America Aluminum Nitride Ceramic Substrates Revenue by Application (2019-2030) 6.5 North America Aluminum Nitride Ceramic Substrates Market Size by Country 6.5.1 US 6.5.2 Canada 7 Europe 7.1 Europe Aluminum Nitride Ceramic Substrates Market Size and Growth Rate Analysis (2019-2030) 7.2 Europe Key Manufacturers Analysis 7.3 Europe Aluminum Nitride Ceramic Substrates Market Size by Type 7.3.1 Europe Aluminum Nitride Ceramic Substrates Sales by Type (2019-2030) 7.3.2 Europe Aluminum Nitride Ceramic Substrates Revenue by Type (2019-2030) 7.4 Europe Aluminum Nitride Ceramic Substrates Market Size by Application 7.4.1 Europe Aluminum Nitride Ceramic Substrates Sales by Application (2019-2030) 7.4.2 Europe Aluminum Nitride Ceramic Substrates Revenue by Application (2019-2030) 7.5 Europe Aluminum Nitride Ceramic Substrates Market Size by Country 7.5.1 Germany 7.5.2 France 7.5.3 United Kingdom 7.5.4 Italy 7.5.5 Spain 7.5.6 Benelux 8 China 8.1 China Aluminum Nitride Ceramic Substrates Market Size and Growth Rate Analysis (2019-2030) 8.2 China Key Manufacturers Analysis 8.3 China Aluminum Nitride Ceramic Substrates Market Size by Type 8.3.1 China Aluminum Nitride Ceramic Substrates Sales by Type (2019-2030) 8.3.2 China Aluminum Nitride Ceramic Substrates Revenue by Type (2019-2030) 8.4 China Aluminum Nitride Ceramic Substrates Market Size by Application 8.4.1 China Aluminum Nitride Ceramic Substrates Sales by Application (2019-2030) 8.4.2 China Aluminum Nitride Ceramic Substrates Revenue by Application (2019-2030) 9 APAC (excl. China) 9.1 APAC (excl. China) Aluminum Nitride Ceramic Substrates Market Size and Growth Rate Analysis (2019-2030) 9.2 APAC (excl. China) Key Manufacturers Analysis 9.3 APAC (excl. China) Aluminum Nitride Ceramic Substrates Market Size by Type 9.3.1 APAC (excl. China) Aluminum Nitride Ceramic Substrates Sales by Type (2019-2030) 9.3.2 APAC (excl. China) Aluminum Nitride Ceramic Substrates Revenue by Type (2019-2030) 9.4 APAC (excl. China) Aluminum Nitride Ceramic Substrates Market Size by Application 9.4.1 APAC (excl. China) Aluminum Nitride Ceramic Substrates Sales by Application (2019-2030) 9.4.2 APAC (excl. China) Aluminum Nitride Ceramic Substrates Revenue by Application (2019-2030) 9.5 APAC (excl. China) Aluminum Nitride Ceramic Substrates Market Size by Country 9.5.1 Japan 9.5.2 South Korea 9.5.3 India 9.5.4 Australia 9.5.5 Indonesia 9.5.6 Vietnam 9.5.7 Malaysia 9.5.8 Thailand 10 Latin America 10.1 Latin America Aluminum Nitride Ceramic Substrates Market Size and Growth Rate Analysis (2019-2030) 10.2 Latin America Key Manufacturers Analysis 10.3 Latin America Aluminum Nitride Ceramic Substrates Market Size by Type 10.3.1 Latin America Aluminum Nitride Ceramic Substrates Sales by Type (2019-2030) 10.3.2 Latin America Aluminum Nitride Ceramic Substrates Revenue by Type (2019-2030) 10.4 Latin America Aluminum Nitride Ceramic Substrates Market Size by Application 10.4.1 Latin America Aluminum Nitride Ceramic Substrates Sales by Application (2019-2030) 10.4.2 Latin America Aluminum Nitride Ceramic Substrates Revenue by Application (2019-2030) 10.5 Latin America Aluminum Nitride Ceramic Substrates Market Size by Country 10.5.1 Mexico 10.5.2 Brazil 11 Middle East & Africa 11.1 Middle East & Africa Aluminum Nitride Ceramic Substrates Market Size and Growth Rate Analysis (2019-2030) 11.2 Middle East & Africa Key Manufacturers Analysis 11.3 Middle East & Africa Aluminum Nitride Ceramic Substrates Market Size by Type 11.3.1 Middle East & Africa Aluminum Nitride Ceramic Substrates Sales by Type (2019-2030) 11.3.2 Middle East & Africa Aluminum Nitride Ceramic Substrates Revenue by Type (2019-2030) 11.4 Middle East & Africa Aluminum Nitride Ceramic Substrates Market Size by Application 11.4.1 Middle East & Africa Aluminum Nitride Ceramic Substrates Sales by Application (2019-2030) 11.4.2 Middle East & Africa Aluminum Nitride Ceramic Substrates Revenue by Application (2019-2030) 11.5 Middle East & Africa Aluminum Nitride Ceramic Substrates Market Size by Country 11.5.1 Saudi Arabia 11.5.2 South Africa 12 Competition by Manufacturers 12.1 Global Aluminum Nitride Ceramic Substrates Market Sales, Revenue and Price by Key Manufacturers (2020-2024) 12.1.1 Global Aluminum Nitride Ceramic Substrates Market Sales by Key Manufacturers (2020-2024) 12.1.2 Global Aluminum Nitride Ceramic Substrates Market Revenue by Key Manufacturers (2020-2024) 12.1.3 Global Aluminum Nitride Ceramic Substrates Average Sales Price by Manufacturers (2020-2024) 12.2 Aluminum Nitride Ceramic Substrates Competitive Landscape Analysis and Market Dynamic 12.2.1 Aluminum Nitride Ceramic Substrates Competitive Landscape Analysis 12.2.2 Global Key Manufacturers Headquarter Location and Key Area Sales 12.2.3 Market Dynamic 13 Key Companies Analysis 13.1 Maruwa 13.1.1 Maruwa Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.1.2 Maruwa Aluminum Nitride Ceramic Substrates Product Portfolio 13.1.3 Maruwa Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.2 Toshiba Materials 13.2.1 Toshiba Materials Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.2.2 Toshiba Materials Aluminum Nitride Ceramic Substrates Product Portfolio 13.2.3 Toshiba Materials Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.3 CeramTec 13.3.1 CeramTec Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.3.2 CeramTec Aluminum Nitride Ceramic Substrates Product Portfolio 13.3.3 CeramTec Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.4 Denka 13.4.1 Denka Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.4.2 Denka Aluminum Nitride Ceramic Substrates Product Portfolio 13.4.3 Denka Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.5 Kyocera 13.5.1 Kyocera Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.5.2 Kyocera Aluminum Nitride Ceramic Substrates Product Portfolio 13.5.3 Kyocera Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.6 CoorsTek 13.6.1 CoorsTek Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.6.2 CoorsTek Aluminum Nitride Ceramic Substrates Product Portfolio 13.6.3 CoorsTek Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.7 Leatec Fine Ceramics 13.7.1 Leatec Fine Ceramics Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.7.2 Leatec Fine Ceramics Aluminum Nitride Ceramic Substrates Product Portfolio 13.7.3 Leatec Fine Ceramics Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.8 Fujian Huaqing Electronic Material Technology 13.8.1 Fujian Huaqing Electronic Material Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.8.2 Fujian Huaqing Electronic Material Technology Aluminum Nitride Ceramic Substrates Product Portfolio 13.8.3 Fujian Huaqing Electronic Material Technology Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.9 Wuxi Hygood New Technology 13.9.1 Wuxi Hygood New Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.9.2 Wuxi Hygood New Technology Aluminum Nitride Ceramic Substrates Product Portfolio 13.9.3 Wuxi Hygood New Technology Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.10 Ningxia Ascendus 13.10.1 Ningxia Ascendus Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.10.2 Ningxia Ascendus Aluminum Nitride Ceramic Substrates Product Portfolio 13.10.3 Ningxia Ascendus Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.11 Shengda Tech 13.11.1 Shengda Tech Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.11.2 Shengda Tech Aluminum Nitride Ceramic Substrates Product Portfolio 13.11.3 Shengda Tech Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.12 Chaozhou Three-Circle (Group) 13.12.1 Chaozhou Three-Circle (Group) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.12.2 Chaozhou Three-Circle (Group) Aluminum Nitride Ceramic Substrates Product Portfolio 13.12.3 Chaozhou Three-Circle (Group) Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.13 Leading Tech 13.13.1 Leading Tech Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.13.2 Leading Tech Aluminum Nitride Ceramic Substrates Product Portfolio 13.13.3 Leading Tech Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.14 Zhejiang Zhengtian New Materials 13.14.1 Zhejiang Zhengtian New Materials Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.14.2 Zhejiang Zhengtian New Materials Aluminum Nitride Ceramic Substrates Product Portfolio 13.14.3 Zhejiang Zhengtian New Materials Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.15 Hexagold Electronic Technology 13.15.1 Hexagold Electronic Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.15.2 Hexagold Electronic Technology Aluminum Nitride Ceramic Substrates Product Portfolio 13.15.3 Hexagold Electronic Technology Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.16 Fujian ZINGIN New Material Technology 13.16.1 Fujian ZINGIN New Material Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.16.2 Fujian ZINGIN New Material Technology Aluminum Nitride Ceramic Substrates Product Portfolio 13.16.3 Fujian ZINGIN New Material Technology Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.17 Shandong Sinocera Functional Material 13.17.1 Shandong Sinocera Functional Material Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.17.2 Shandong Sinocera Functional Material Aluminum Nitride Ceramic Substrates Product Portfolio 13.17.3 Shandong Sinocera Functional Material Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 13.18 Weihai Yuanhuan Advanced Ceramics 13.18.1 Weihai Yuanhuan Advanced Ceramics Basic Company Profile (Employees, Areas Service, Competitors and Contact Information) 13.18.2 Weihai Yuanhuan Advanced Ceramics Aluminum Nitride Ceramic Substrates Product Portfolio 13.18.3 Weihai Yuanhuan Advanced Ceramics Aluminum Nitride Ceramic Substrates Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024) 14 Industry Chain Analysis 14.1 Aluminum Nitride Ceramic Substrates Industry Chain Analysis 14.2 Aluminum Nitride Ceramic Substrates Industry Upstream Supply Analysis 14.2.1 Upstream Key Raw Material Supply Analysis 14.2.2 Raw Material Suppliers and Contact Information 14.3 Aluminum Nitride Ceramic Substrates Typical Downstream Customers 14.4 Aluminum Nitride Ceramic Substrates Sales Channel Analysis 15 Research Findings and Conclusion 16 Methodology and Data Source 16.1 Methodology/Research Approach 16.2 Research Scope 16.3 Benchmarks and Assumptions 16.4 Date Source 16.4.1 Primary Sources 16.4.2 Secondary Sources 16.5 Data Cross Validation 16.6 Disclaimer
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