
Global Amorphous Nanocrystalline Ribbons Competitive Landscape Professional Research Report 2024
Description
Global Amorphous Nanocrystalline Ribbons Competitive Landscape Professional Research Report 2024
Research Summary
Amorphous nanocrystalline ribbons refer to thin strips or ribbons of metallic materials that exhibit a combination of amorphous and nanocrystalline structures at the nanoscale level. These ribbons are typically made from alloys of metals such as iron, cobalt, nickel, and other elements with high magnetic permeability. The manufacturing process involves rapid solidification techniques such as melt spinning, where molten metal is rapidly cooled to form a thin ribbon with a non-crystalline (amorphous) structure. Subsequent annealing or heat treatment processes can induce the formation of nanocrystalline regions within the amorphous matrix, resulting in a dual-phase structure with unique properties. Amorphous nanocrystalline ribbons exhibit excellent magnetic properties such as high saturation magnetization, low coercivity, and low core losses, making them ideal for use in high-frequency magnetic components such as transformers, inductors, and magnetic sensors. Their thin and flat geometry allows for efficient magnetization and minimized eddy current losses, contributing to energy-efficient and compact magnetic devices in various electronic and power applications.
According to DIResearch's in-depth investigation and research, the global Amorphous Nanocrystalline Ribbons 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 Amorphous Nanocrystalline Ribbons include Antai Technology, Ningbo Biplas New Materials, Proterial, Ltd. (Formerly Hitachi Metals), Advanced Technology, Qingdao Yunlu, Junhua Technology, Henan Zhongyue, Vikarsh, CISRI, NanoAmor, China Amorphous Technology, Londerful New Material, Orient Group, VAC 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 Amorphous Nanocrystalline Ribbons. 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 Amorphous Nanocrystalline Ribbons 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 Amorphous Nanocrystalline Ribbons 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 Amorphous Nanocrystalline Ribbons 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 Amorphous Nanocrystalline Ribbons Include:
Antai Technology
Ningbo Biplas New Materials
Proterial, Ltd. (Formerly Hitachi Metals)
Advanced Technology
Qingdao Yunlu
Junhua Technology
Henan Zhongyue
Vikarsh
CISRI
NanoAmor
China Amorphous Technology
Londerful New Material
Orient Group
VAC
Amorphous Nanocrystalline Ribbons Product Segment Include:
Amorphous Ribbons
Nanocrystalline Ribbons
Amorphous Nanocrystalline Ribbons Product Application Include:
Electronics
National Defense
Energy
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Amorphous Nanocrystalline Ribbons Capacity and Production Analysis
Chapter 3: Global Amorphous Nanocrystalline Ribbons Industry PESTEL Analysis
Chapter 4: Global Amorphous Nanocrystalline Ribbons Industry Porter’s Five Forces Analysis
Chapter 5: Global Amorphous Nanocrystalline Ribbons Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 6: Global Amorphous Nanocrystalline Ribbons Market Size and Forecast by Type and Application Analysis
Chapter 7: North America Amorphous Nanocrystalline Ribbons Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: Europe Amorphous Nanocrystalline Ribbons Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: China Amorphous Nanocrystalline Ribbons Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: APAC (Excl. China) Amorphous Nanocrystalline Ribbons Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Latin America Amorphous Nanocrystalline Ribbons Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Middle East and Africa Amorphous Nanocrystalline Ribbons Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 13: Global Amorphous Nanocrystalline Ribbons 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 Amorphous Nanocrystalline Ribbons Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Amorphous Nanocrystalline Ribbons Product by Type
- 1.2.1 Global Amorphous Nanocrystalline Ribbons Market Size by Type, 2023 VS 2024 VS 2030
- 1.2.2 Amorphous Ribbons
- 1.2.3 Nanocrystalline Ribbons
- 1.3 Amorphous Nanocrystalline Ribbons Product by Application
- 1.3.1 Global Amorphous Nanocrystalline Ribbons Market Size by Application, 2023 VS 2024 VS 2030
- 1.3.2 Electronics
- 1.3.3 National Defense
- 1.3.4 Energy
- 1.3.5 Others
- 1.4 Global Amorphous Nanocrystalline Ribbons Market Revenue and Sales Analysis
- 1.4.1 Global Amorphous Nanocrystalline Ribbons Market Size Analysis (2019-2030)
- 1.4.2 Global Amorphous Nanocrystalline Ribbons Market Sales Analysis (2019-2030)
- 1.4.3 Global Amorphous Nanocrystalline Ribbons Market Sales Price Trend Analysis (2019-2030)
- 1.5 Amorphous Nanocrystalline Ribbons Market Development Status and Trends
- 1.5.1 Amorphous Nanocrystalline Ribbons Industry Development Status Analysis
- 1.5.2 Amorphous Nanocrystalline Ribbons Industry Development Trends Analysis
- 2 Global Amorphous Nanocrystalline Ribbons Capacity and Production Analysis
- 2.1 Global Amorphous Nanocrystalline Ribbons Production Capacity (2019-2030)
- 2.2 Global Amorphous Nanocrystalline Ribbons Production by Region: 2023 VS 2024 VS 2030
- 2.3 Global Amorphous Nanocrystalline Ribbons Production by Region
- 2.3.1 Global Amorphous Nanocrystalline Ribbons Historic Production by Region (2019-2024)
- 2.3.2 Global Amorphous Nanocrystalline Ribbons Forecasted Production by Region (2025-2030)
- 2.3.3 Global Amorphous Nanocrystalline Ribbons Production Market Share by Region (2019-2030)
- 3 Amorphous Nanocrystalline Ribbons 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 Amorphous Nanocrystalline Ribbons 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 Amorphous Nanocrystalline Ribbons Market Analysis by Regions
- 5.1 Amorphous Nanocrystalline Ribbons Overall Market: 2023 VS 2024 VS 2030
- 5.2 Global Amorphous Nanocrystalline Ribbons Revenue and Forecast Analysis (2019-2030)
- 5.2.1 Global Amorphous Nanocrystalline Ribbons Revenue and Market Share by Region (2019-2024)
- 5.2.2 Global Amorphous Nanocrystalline Ribbons Revenue Forecast by Region (2025-2030)
- 5.3 Global Amorphous Nanocrystalline Ribbons Sales and Forecast Analysis (2019-2030)
- 5.3.1 Global Amorphous Nanocrystalline Ribbons Sales and Market Share by Region (2019-2024)
- 5.3.2 Global Amorphous Nanocrystalline Ribbons Sales Forecast by Region (2025-2030)
- 5.4 Global Amorphous Nanocrystalline Ribbons Sales Price Trend Analysis (2019-2030)
- 6 Global Amorphous Nanocrystalline Ribbons Market Size by Type and Application
- 6.1 Global Amorphous Nanocrystalline Ribbons Market Size by Type
- 6.1.1 Global Amorphous Nanocrystalline Ribbons Revenue and Forecast Analysis by Type (2019-2030)
- 6.1.2 Global Amorphous Nanocrystalline Ribbons Sales and Forecast Analysis by Type (2019-2030)
- 6.2 Global Amorphous Nanocrystalline Ribbons Market Size by Application
- 6.2.1 Global Amorphous Nanocrystalline Ribbons Revenue and Forecast Analysis by Application (2019-2030)
- 6.2.2 Global Amorphous Nanocrystalline Ribbons Sales and Forecast Analysis by Application (2019-2030)
- 7 North America
- 7.1 North America Amorphous Nanocrystalline Ribbons Market Size and Growth Rate Analysis (2019-2030)
- 7.2 North America Key Manufacturers Analysis
- 7.3 North America Amorphous Nanocrystalline Ribbons Market Size by Type
- 7.3.1 North America Amorphous Nanocrystalline Ribbons Sales by Type (2019-2030)
- 7.3.2 North America Amorphous Nanocrystalline Ribbons Revenue by Type (2019-2030)
- 7.4 North America Amorphous Nanocrystalline Ribbons Market Size by Application
- 7.4.1 North America Amorphous Nanocrystalline Ribbons Sales by Application (2019-2030)
- 7.4.2 North America Amorphous Nanocrystalline Ribbons Revenue by Application (2019-2030)
- 7.5 North America Amorphous Nanocrystalline Ribbons Market Size by Country
- 7.5.1 US
- 7.5.2 Canada
- 8 Europe
- 8.1 Europe Amorphous Nanocrystalline Ribbons Market Size and Growth Rate Analysis (2019-2030)
- 8.2 Europe Key Manufacturers Analysis
- 8.3 Europe Amorphous Nanocrystalline Ribbons Market Size by Type
- 8.3.1 Europe Amorphous Nanocrystalline Ribbons Sales by Type (2019-2030)
- 8.3.2 Europe Amorphous Nanocrystalline Ribbons Revenue by Type (2019-2030)
- 8.4 Europe Amorphous Nanocrystalline Ribbons Market Size by Application
- 8.4.1 Europe Amorphous Nanocrystalline Ribbons Sales by Application (2019-2030)
- 8.4.2 Europe Amorphous Nanocrystalline Ribbons Revenue by Application (2019-2030)
- 8.5 Europe Amorphous Nanocrystalline Ribbons 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 Amorphous Nanocrystalline Ribbons Market Size and Growth Rate Analysis (2019-2030)
- 9.2 China Key Manufacturers Analysis
- 9.3 China Amorphous Nanocrystalline Ribbons Market Size by Type
- 9.3.1 China Amorphous Nanocrystalline Ribbons Sales by Type (2019-2030)
- 9.3.2 China Amorphous Nanocrystalline Ribbons Revenue by Type (2019-2030)
- 9.4 China Amorphous Nanocrystalline Ribbons Market Size by Application
- 9.4.1 China Amorphous Nanocrystalline Ribbons Sales by Application (2019-2030)
- 9.4.2 China Amorphous Nanocrystalline Ribbons Revenue by Application (2019-2030)
- 10 APAC (excl. China)
- 10.1 APAC (excl. China) Amorphous Nanocrystalline Ribbons Market Size and Growth Rate Analysis (2019-2030)
- 10.2 APAC (excl. China) Key Manufacturers Analysis
- 10.3 APAC (excl. China) Amorphous Nanocrystalline Ribbons Market Size by Type
- 10.3.1 APAC (excl. China) Amorphous Nanocrystalline Ribbons Sales by Type (2019-2030)
- 10.3.2 APAC (excl. China) Amorphous Nanocrystalline Ribbons Revenue by Type (2019-2030)
- 10.4 APAC (excl. China) Amorphous Nanocrystalline Ribbons Market Size by Application
- 10.4.1 APAC (excl. China) Amorphous Nanocrystalline Ribbons Sales by Application (2019-2030)
- 10.4.2 APAC (excl. China) Amorphous Nanocrystalline Ribbons Revenue by Application (2019-2030)
- 10.5 APAC (excl. China) Amorphous Nanocrystalline Ribbons 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 Amorphous Nanocrystalline Ribbons Market Size and Growth Rate Analysis (2019-2030)
- 11.2 Latin America Key Manufacturers Analysis
- 11.3 Latin America Amorphous Nanocrystalline Ribbons Market Size by Type
- 11.3.1 Latin America Amorphous Nanocrystalline Ribbons Sales by Type (2019-2030)
- 11.3.2 Latin America Amorphous Nanocrystalline Ribbons Revenue by Type (2019-2030)
- 11.4 Latin America Amorphous Nanocrystalline Ribbons Market Size by Application
- 11.4.1 Latin America Amorphous Nanocrystalline Ribbons Sales by Application (2019-2030)
- 11.4.2 Latin America Amorphous Nanocrystalline Ribbons Revenue by Application (2019-2030)
- 11.5 Latin America Amorphous Nanocrystalline Ribbons Market Size by Country
- 11.5.1 Mexico
- 11.5.2 Brazil
- 12 Middle East & Africa
- 12.1 Middle East & Africa Amorphous Nanocrystalline Ribbons Market Size and Growth Rate Analysis (2019-2030)
- 12.2 Middle East & Africa Key Manufacturers Analysis
- 12.3 Middle East & Africa Amorphous Nanocrystalline Ribbons Market Size by Type
- 12.3.1 Middle East & Africa Amorphous Nanocrystalline Ribbons Sales by Type (2019-2030)
- 12.3.2 Middle East & Africa Amorphous Nanocrystalline Ribbons Revenue by Type (2019-2030)
- 12.4 Middle East & Africa Amorphous Nanocrystalline Ribbons Market Size by Application
- 12.4.1 Middle East & Africa Amorphous Nanocrystalline Ribbons Sales by Application (2019-2030)
- 12.4.2 Middle East & Africa Amorphous Nanocrystalline Ribbons Revenue by Application (2019-2030)
- 12.5 Middle East & Africa Amorphous Nanocrystalline Ribbons Market Size by Country
- 12.5.1 Saudi Arabia
- 12.5.2 South Africa
- 13 Competition by Manufacturers
- 13.1 Global Amorphous Nanocrystalline Ribbons Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
- 13.1.1 Global Amorphous Nanocrystalline Ribbons Market Sales by Key Manufacturers (2020-2024)
- 13.1.2 Global Amorphous Nanocrystalline Ribbons Market Revenue by Key Manufacturers (2020-2024)
- 13.1.3 Global Amorphous Nanocrystalline Ribbons Average Sales Price by Manufacturers (2020-2024)
- 13.2 Amorphous Nanocrystalline Ribbons Competitive Landscape Analysis and Market Dynamic
- 13.2.1 Amorphous Nanocrystalline Ribbons 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 Antai Technology
- 14.1.1 Antai Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.1.2 Antai Technology Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.1.3 Antai Technology Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.2 Ningbo Biplas New Materials
- 14.2.1 Ningbo Biplas New Materials Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.2.2 Ningbo Biplas New Materials Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.2.3 Ningbo Biplas New Materials Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.3 Proterial, Ltd. (Formerly Hitachi Metals)
- 14.3.1 Proterial, Ltd. (Formerly Hitachi Metals) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.3.2 Proterial, Ltd. (Formerly Hitachi Metals) Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.3.3 Proterial, Ltd. (Formerly Hitachi Metals) Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.4 Advanced Technology
- 14.4.1 Advanced Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.4.2 Advanced Technology Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.4.3 Advanced Technology Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.5 Qingdao Yunlu
- 14.5.1 Qingdao Yunlu Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.5.2 Qingdao Yunlu Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.5.3 Qingdao Yunlu Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.6 Junhua Technology
- 14.6.1 Junhua Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.6.2 Junhua Technology Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.6.3 Junhua Technology Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.7 Henan Zhongyue
- 14.7.1 Henan Zhongyue Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.7.2 Henan Zhongyue Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.7.3 Henan Zhongyue Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.8 Vikarsh
- 14.8.1 Vikarsh Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.8.2 Vikarsh Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.8.3 Vikarsh Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.9 CISRI
- 14.9.1 CISRI Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.9.2 CISRI Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.9.3 CISRI Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.10 NanoAmor
- 14.10.1 NanoAmor Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.10.2 NanoAmor Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.10.3 NanoAmor Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.11 China Amorphous Technology
- 14.11.1 China Amorphous Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.11.2 China Amorphous Technology Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.11.3 China Amorphous Technology Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.12 Londerful New Material
- 14.12.1 Londerful New Material Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.12.2 Londerful New Material Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.12.3 Londerful New Material Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.13 Orient Group
- 14.13.1 Orient Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.13.2 Orient Group Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.13.3 Orient Group Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14.14 VAC
- 14.14.1 VAC Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.14.2 VAC Amorphous Nanocrystalline Ribbons Product Portfolio
- 14.14.3 VAC Amorphous Nanocrystalline Ribbons Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 15 Industry Chain Analysis
- 15.1 Amorphous Nanocrystalline Ribbons Industry Chain Analysis
- 15.2 Amorphous Nanocrystalline Ribbons Industry Upstream Supply Analysis
- 15.2.1 Upstream Key Raw Material Supply Analysis
- 15.2.2 Raw Material Suppliers and Contact Information
- 15.3 Amorphous Nanocrystalline Ribbons Typical Downstream Customers
- 15.4 Amorphous Nanocrystalline Ribbons 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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