Global Neodymium Rare Earth Magnets Competitive Landscape Professional Research Report 2024

Global Neodymium Rare Earth Magnets Competitive Landscape Professional Research Report 2024



Research Summary

Neodymium rare earth magnets, also known as neodymium magnets or NdFeB magnets, are powerful permanent magnets made from a combination of neodymium, iron, and boron. These magnets are the strongest commercially available magnets, offering exceptional magnetic strength relative to their size. Neodymium magnets possess a high magnetic field, providing strong magnetic forces and allowing for a wide range of applications. They are utilized across various industries, including electronics, automotive, aerospace, renewable energy, and medical devices. Neodymium magnets are valued for their compact size, lightweight nature, and ability to retain their magnetism over time. They find application in products such as headphones, speakers, motors, generators, magnetic separators, and magnetic resonance imaging (MRI) machines. Due to their powerful magnetism, neodymium magnets require careful handling to avoid accidents or unintended attraction.

According to DIResearch's in-depth investigation and research, the global Neodymium Rare Earth Magnets 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 Neodymium Rare Earth Magnets include Neo, Ugimag, NSSMC, TDK, Daido Steel, Shin-Etsu Chemical, R.Audemars, Hitachi Metals, Tianhe Magnets, Ningbo Co-star Materials Hi-Tech, Zhong Ke San Huan, Galaxy Magnets, Ta Tong Magnet, DEMGC, BJMT, Earth-Panda, Guangzhou Golden South, JiangXi YingGuang, Ningbo Yunsheng 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 Neodymium Rare Earth Magnets. 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 Neodymium Rare Earth Magnets 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 Neodymium Rare Earth Magnets 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 Neodymium Rare Earth Magnets 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 Neodymium Rare Earth Magnets Include:

Neo

Ugimag

NSSMC

TDK

Daido Steel

Shin-Etsu Chemical

R.Audemars

Hitachi Metals

Tianhe Magnets

Ningbo Co-star Materials Hi-Tech

Zhong Ke San Huan

Galaxy Magnets

Ta Tong Magnet

DEMGC

BJMT

Earth-Panda

Guangzhou Golden South

JiangXi YingGuang

Ningbo Yunsheng

Neodymium Rare Earth Magnets Product Segment Include:

Bonding Neodymium Magnet

Sintering Neodymium Magnet

Neodymium Rare Earth Magnets Product Application Include:

Electro-Acoustic Field

Electronic Appliances Field

Mechanical Equipment Field

EVs

Others

Chapter Scope

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

Chapter 2: Global Neodymium Rare Earth Magnets Capacity and Production Analysis

Chapter 3: Global Neodymium Rare Earth Magnets Industry PESTEL Analysis

Chapter 4: Global Neodymium Rare Earth Magnets Industry Porter’s Five Forces Analysis

Chapter 5: Global Neodymium Rare Earth Magnets Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 6: Global Neodymium Rare Earth Magnets Market Size and Forecast by Type and Application Analysis

Chapter 7: North America Neodymium Rare Earth Magnets Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: Europe Neodymium Rare Earth Magnets Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: China Neodymium Rare Earth Magnets Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: APAC (Excl. China) Neodymium Rare Earth Magnets Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Latin America Neodymium Rare Earth Magnets Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Middle East and Africa Neodymium Rare Earth Magnets Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 13: Global Neodymium Rare Earth Magnets 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 Neodymium Rare Earth Magnets Market Overview
1.1 Product Definition and Statistical Scope
1.2 Neodymium Rare Earth Magnets Product by Type
1.2.1 Global Neodymium Rare Earth Magnets Market Size by Type, 2023 VS 2024 VS 2030
1.2.2 Bonding Neodymium Magnet
1.2.3 Sintering Neodymium Magnet
1.3 Neodymium Rare Earth Magnets Product by Application
1.3.1 Global Neodymium Rare Earth Magnets Market Size by Application, 2023 VS 2024 VS 2030
1.3.2 Electro-Acoustic Field
1.3.3 Electronic Appliances Field
1.3.4 Mechanical Equipment Field
1.3.5 EVs
1.3.6 Others
1.4 Global Neodymium Rare Earth Magnets Market Revenue and Sales Analysis
1.4.1 Global Neodymium Rare Earth Magnets Market Size Analysis (2019-2030)
1.4.2 Global Neodymium Rare Earth Magnets Market Sales Analysis (2019-2030)
1.4.3 Global Neodymium Rare Earth Magnets Market Sales Price Trend Analysis (2019-2030)
1.5 Neodymium Rare Earth Magnets Market Development Status and Trends
1.5.1 Neodymium Rare Earth Magnets Industry Development Status Analysis
1.5.2 Neodymium Rare Earth Magnets Industry Development Trends Analysis
2 Global Neodymium Rare Earth Magnets Capacity and Production Analysis
2.1 Global Neodymium Rare Earth Magnets Production Capacity (2019-2030)
2.2 Global Neodymium Rare Earth Magnets Production by Region: 2023 VS 2024 VS 2030
2.3 Global Neodymium Rare Earth Magnets Production by Region
2.3.1 Global Neodymium Rare Earth Magnets Historic Production by Region (2019-2024)
2.3.2 Global Neodymium Rare Earth Magnets Forecasted Production by Region (2025-2030)
2.3.3 Global Neodymium Rare Earth Magnets Production Market Share by Region (2019-2030)
3 Neodymium Rare Earth Magnets 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 Neodymium Rare Earth Magnets 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 Neodymium Rare Earth Magnets Market Analysis by Regions
5.1 Neodymium Rare Earth Magnets Overall Market: 2023 VS 2024 VS 2030
5.2 Global Neodymium Rare Earth Magnets Revenue and Forecast Analysis (2019-2030)
5.2.1 Global Neodymium Rare Earth Magnets Revenue and Market Share by Region (2019-2024)
5.2.2 Global Neodymium Rare Earth Magnets Revenue Forecast by Region (2025-2030)
5.3 Global Neodymium Rare Earth Magnets Sales and Forecast Analysis (2019-2030)
5.3.1 Global Neodymium Rare Earth Magnets Sales and Market Share by Region (2019-2024)
5.3.2 Global Neodymium Rare Earth Magnets Sales Forecast by Region (2025-2030)
5.4 Global Neodymium Rare Earth Magnets Sales Price Trend Analysis (2019-2030)
6 Global Neodymium Rare Earth Magnets Market Size by Type and Application
6.1 Global Neodymium Rare Earth Magnets Market Size by Type
6.1.1 Global Neodymium Rare Earth Magnets Revenue and Forecast Analysis by Type (2019-2030)
6.1.2 Global Neodymium Rare Earth Magnets Sales and Forecast Analysis by Type (2019-2030)
6.2 Global Neodymium Rare Earth Magnets Market Size by Application
6.2.1 Global Neodymium Rare Earth Magnets Revenue and Forecast Analysis by Application (2019-2030)
6.2.2 Global Neodymium Rare Earth Magnets Sales and Forecast Analysis by Application (2019-2030)
7 North America
7.1 North America Neodymium Rare Earth Magnets Market Size and Growth Rate Analysis (2019-2030)
7.2 North America Key Manufacturers Analysis
7.3 North America Neodymium Rare Earth Magnets Market Size by Type
7.3.1 North America Neodymium Rare Earth Magnets Sales by Type (2019-2030)
7.3.2 North America Neodymium Rare Earth Magnets Revenue by Type (2019-2030)
7.4 North America Neodymium Rare Earth Magnets Market Size by Application
7.4.1 North America Neodymium Rare Earth Magnets Sales by Application (2019-2030)
7.4.2 North America Neodymium Rare Earth Magnets Revenue by Application (2019-2030)
7.5 North America Neodymium Rare Earth Magnets Market Size by Country
7.5.1 US
7.5.2 Canada
8 Europe
8.1 Europe Neodymium Rare Earth Magnets Market Size and Growth Rate Analysis (2019-2030)
8.2 Europe Key Manufacturers Analysis
8.3 Europe Neodymium Rare Earth Magnets Market Size by Type
8.3.1 Europe Neodymium Rare Earth Magnets Sales by Type (2019-2030)
8.3.2 Europe Neodymium Rare Earth Magnets Revenue by Type (2019-2030)
8.4 Europe Neodymium Rare Earth Magnets Market Size by Application
8.4.1 Europe Neodymium Rare Earth Magnets Sales by Application (2019-2030)
8.4.2  Europe Neodymium Rare Earth Magnets Revenue by Application (2019-2030)
8.5 Europe Neodymium Rare Earth Magnets 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 Neodymium Rare Earth Magnets Market Size and Growth Rate Analysis (2019-2030)
9.2 China Key Manufacturers Analysis
9.3 China Neodymium Rare Earth Magnets Market Size by Type
9.3.1 China Neodymium Rare Earth Magnets Sales by Type (2019-2030)
9.3.2 China Neodymium Rare Earth Magnets Revenue by Type (2019-2030)
9.4 China Neodymium Rare Earth Magnets Market Size by Application
9.4.1 China Neodymium Rare Earth Magnets Sales by Application (2019-2030)
9.4.2 China Neodymium Rare Earth Magnets Revenue by Application (2019-2030)
10 APAC (excl. China)
10.1 APAC (excl. China) Neodymium Rare Earth Magnets Market Size and Growth Rate Analysis (2019-2030)
10.2 APAC (excl. China) Key Manufacturers Analysis
10.3 APAC (excl. China) Neodymium Rare Earth Magnets Market Size by Type
10.3.1 APAC (excl. China) Neodymium Rare Earth Magnets Sales by Type (2019-2030)
10.3.2 APAC (excl. China) Neodymium Rare Earth Magnets Revenue by Type (2019-2030)
10.4 APAC (excl. China) Neodymium Rare Earth Magnets Market Size by Application
10.4.1 APAC (excl. China) Neodymium Rare Earth Magnets Sales by Application (2019-2030)
10.4.2 APAC (excl. China) Neodymium Rare Earth Magnets Revenue by Application (2019-2030)
10.5 APAC (excl. China) Neodymium Rare Earth Magnets 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 Neodymium Rare Earth Magnets Market Size and Growth Rate Analysis (2019-2030)
11.2 Latin America Key Manufacturers Analysis
11.3 Latin America Neodymium Rare Earth Magnets Market Size by Type
11.3.1 Latin America Neodymium Rare Earth Magnets Sales by Type (2019-2030)
11.3.2 Latin America Neodymium Rare Earth Magnets Revenue by Type (2019-2030)
11.4 Latin America Neodymium Rare Earth Magnets Market Size by Application
11.4.1 Latin America Neodymium Rare Earth Magnets Sales by Application (2019-2030)
11.4.2 Latin America Neodymium Rare Earth Magnets Revenue by Application (2019-2030)
11.5 Latin America Neodymium Rare Earth Magnets Market Size by Country
11.5.1 Mexico
11.5.2 Brazil
12 Middle East & Africa
12.1 Middle East & Africa Neodymium Rare Earth Magnets Market Size and Growth Rate Analysis (2019-2030)
12.2 Middle East & Africa Key Manufacturers Analysis
12.3 Middle East & Africa Neodymium Rare Earth Magnets Market Size by Type
12.3.1 Middle East & Africa Neodymium Rare Earth Magnets Sales by Type (2019-2030)
12.3.2 Middle East & Africa Neodymium Rare Earth Magnets Revenue by Type (2019-2030)
12.4 Middle East & Africa Neodymium Rare Earth Magnets Market Size by Application
12.4.1 Middle East & Africa Neodymium Rare Earth Magnets Sales by Application (2019-2030)
12.4.2 Middle East & Africa Neodymium Rare Earth Magnets Revenue by Application (2019-2030)
12.5 Middle East & Africa Neodymium Rare Earth Magnets Market Size by Country
12.5.1 Saudi Arabia
12.5.2 South Africa
13 Competition by Manufacturers
13.1 Global Neodymium Rare Earth Magnets Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
13.1.1 Global Neodymium Rare Earth Magnets Market Sales by Key Manufacturers (2020-2024)
13.1.2 Global Neodymium Rare Earth Magnets Market Revenue by Key Manufacturers (2020-2024)
13.1.3 Global Neodymium Rare Earth Magnets Average Sales Price by Manufacturers (2020-2024)
13.2 Neodymium Rare Earth Magnets Competitive Landscape Analysis and Market Dynamic
13.2.1 Neodymium Rare Earth Magnets 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 Neo
14.1.1 Neo Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.1.2 Neo Neodymium Rare Earth Magnets Product Portfolio
14.1.3 Neo Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.2 Ugimag
14.2.1 Ugimag Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.2.2 Ugimag Neodymium Rare Earth Magnets Product Portfolio
14.2.3 Ugimag Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.3 NSSMC
14.3.1 NSSMC Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.3.2 NSSMC Neodymium Rare Earth Magnets Product Portfolio
14.3.3 NSSMC Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.4 TDK
14.4.1 TDK Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.4.2 TDK Neodymium Rare Earth Magnets Product Portfolio
14.4.3 TDK Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.5 Daido Steel
14.5.1 Daido Steel Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.5.2 Daido Steel Neodymium Rare Earth Magnets Product Portfolio
14.5.3 Daido Steel Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.6 Shin-Etsu Chemical
14.6.1 Shin-Etsu Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.6.2 Shin-Etsu Chemical Neodymium Rare Earth Magnets Product Portfolio
14.6.3 Shin-Etsu Chemical Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.7 R.Audemars
14.7.1 R.Audemars Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.7.2 R.Audemars Neodymium Rare Earth Magnets Product Portfolio
14.7.3 R.Audemars Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.8 Hitachi Metals
14.8.1 Hitachi Metals Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.8.2 Hitachi Metals Neodymium Rare Earth Magnets Product Portfolio
14.8.3 Hitachi Metals Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.9 Tianhe Magnets
14.9.1 Tianhe Magnets Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.9.2 Tianhe Magnets Neodymium Rare Earth Magnets Product Portfolio
14.9.3 Tianhe Magnets Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.10 Ningbo Co-star Materials Hi-Tech
14.10.1 Ningbo Co-star Materials Hi-Tech Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.10.2 Ningbo Co-star Materials Hi-Tech Neodymium Rare Earth Magnets Product Portfolio
14.10.3 Ningbo Co-star Materials Hi-Tech Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.11 Zhong Ke San Huan
14.11.1 Zhong Ke San Huan Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.11.2 Zhong Ke San Huan Neodymium Rare Earth Magnets Product Portfolio
14.11.3 Zhong Ke San Huan Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.12 Galaxy Magnets
14.12.1 Galaxy Magnets Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.12.2 Galaxy Magnets Neodymium Rare Earth Magnets Product Portfolio
14.12.3 Galaxy Magnets Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.13 Ta Tong Magnet
14.13.1 Ta Tong Magnet Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.13.2 Ta Tong Magnet Neodymium Rare Earth Magnets Product Portfolio
14.13.3 Ta Tong Magnet Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.14 DEMGC
14.14.1 DEMGC Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.14.2 DEMGC Neodymium Rare Earth Magnets Product Portfolio
14.14.3 DEMGC Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.15 BJMT
14.15.1 BJMT Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.15.2 BJMT Neodymium Rare Earth Magnets Product Portfolio
14.15.3 BJMT Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.16 Earth-Panda
14.16.1 Earth-Panda Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.16.2 Earth-Panda Neodymium Rare Earth Magnets Product Portfolio
14.16.3 Earth-Panda Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.17 Guangzhou Golden South
14.17.1 Guangzhou Golden South Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.17.2 Guangzhou Golden South Neodymium Rare Earth Magnets Product Portfolio
14.17.3 Guangzhou Golden South Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.18 JiangXi YingGuang
14.18.1 JiangXi YingGuang Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.18.2 JiangXi YingGuang Neodymium Rare Earth Magnets Product Portfolio
14.18.3 JiangXi YingGuang Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.19 Ningbo Yunsheng
14.19.1 Ningbo Yunsheng Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.19.2 Ningbo Yunsheng Neodymium Rare Earth Magnets Product Portfolio
14.19.3 Ningbo Yunsheng Neodymium Rare Earth Magnets Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
15 Industry Chain Analysis
15.1 Neodymium Rare Earth Magnets Industry Chain Analysis
15.2 Neodymium Rare Earth Magnets Industry Upstream Supply Analysis
15.2.1 Upstream Key Raw Material Supply Analysis
15.2.2 Raw Material Suppliers and Contact Information
15.3 Neodymium Rare Earth Magnets Typical Downstream Customers
15.4 Neodymium Rare Earth Magnets 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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