Global Ultra-fine Nanobubble Generator Competitive Landscape Professional Research Report 2024

Global Ultra-fine Nanobubble Generator Competitive Landscape Professional Research Report 2024



Research Summary

An ultra-fine nanobubble generator is a device designed to produce extremely small gas bubbles, typically ranging in size from tens to hundreds of nanometers in diameter, dispersed in a liquid. These nanobubbles exhibit unique properties due to their small size, including increased stability, longer lifespan, and higher gas solubility compared to larger bubbles. Nanobubble generators utilize various methods to create these tiny bubbles, such as hydrodynamic cavitation, electrolysis, or ultrasonic agitation. Applications of ultra-fine nanobubbles span across industries including water treatment, agriculture, food processing, and biomedical research, where their unique properties can be leveraged for tasks like oxygenation, sterilization, enhanced nutrient delivery, and environmental remediation.

According to DIResearch's in-depth investigation and research, the global Ultra-fine Nanobubble Generator 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 Ultra-fine Nanobubble Generator include IDEC, Anzai Kantetsu, BioNano International, Kran, Asuplus Nanobubble Technology, Gaia Water, Acniti, HACK INTERNATIONAL, Moleaer, RAW Biochem, Fawoo Nanotech, Agrona, Enaly Ozone Generator, NEWMANTECH, Pacific Water Technology, Qingdao Ozonier Purification Equipment, Holly Technology, Dino Purification, Rapid Water Technologies, Shanghai Mutao Environmental Technology 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 Ultra-fine Nanobubble Generator. 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 Ultra-fine Nanobubble Generator 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 Ultra-fine Nanobubble Generator 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 Ultra-fine Nanobubble Generator 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 Ultra-fine Nanobubble Generator Include:

IDEC

Anzai Kantetsu

BioNano International

Kran

Asuplus Nanobubble Technology

Gaia Water

Acniti

HACK INTERNATIONAL

Moleaer

RAW Biochem

Fawoo Nanotech

Agrona

Enaly Ozone Generator

NEWMANTECH

Pacific Water Technology

Qingdao Ozonier Purification Equipment

Holly Technology

Dino Purification

Rapid Water Technologies

Shanghai Mutao Environmental Technology

Ultra-fine Nanobubble Generator Product Segment Include:

Surface Nanobubbles

Bulk Nanobubbles

Ultra-fine Nanobubble Generator Product Application Include:

Medical

Oil and Gas

Agriculture

Food

Water Treatment

Chapter Scope

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

Chapter 2: Global Ultra-fine Nanobubble Generator Industry PESTEL Analysis

Chapter 3: Global Ultra-fine Nanobubble Generator Industry Porter’s Five Forces Analysis

Chapter 4: Global Ultra-fine Nanobubble Generator Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 5: Global Ultra-fine Nanobubble Generator Market Size and Forecast by Type and Application Analysis

Chapter 6: North America Ultra-fine Nanobubble Generator Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 7: Europe Ultra-fine Nanobubble Generator Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: China Ultra-fine Nanobubble Generator Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: APAC (Excl. China) Ultra-fine Nanobubble Generator Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: Latin America Ultra-fine Nanobubble Generator Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Middle East and Africa Ultra-fine Nanobubble Generator Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Global Ultra-fine Nanobubble Generator 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


1 Ultra-fine Nanobubble Generator Market Overview
1.1 Product Definition and Statistical Scope
1.2 Ultra-fine Nanobubble Generator Product by Type
1.2.1 Global Ultra-fine Nanobubble Generator Market Size by Type, 2023 VS 2024 VS 2030
1.2.2 Surface Nanobubbles
1.2.3 Bulk Nanobubbles
1.3 Ultra-fine Nanobubble Generator Product by Application
1.3.1 Global Ultra-fine Nanobubble Generator Market Size by Application, 2023 VS 2024 VS 2030
1.3.2 Medical
1.3.3 Oil and Gas
1.3.4 Agriculture
1.3.5 Food
1.3.6 Water Treatment
1.4 Global Ultra-fine Nanobubble Generator Market Revenue and Sales Analysis
1.4.1 Global Ultra-fine Nanobubble Generator Market Size Analysis (2019-2030)
1.4.2 Global Ultra-fine Nanobubble Generator Market Sales Analysis (2019-2030)
1.4.3 Global Ultra-fine Nanobubble Generator Market Sales Price Trend Analysis (2019-2030)
1.5 Ultra-fine Nanobubble Generator Market Development Status and Trends
1.5.1 Ultra-fine Nanobubble Generator Industry Development Status Analysis
1.5.2 Ultra-fine Nanobubble Generator Industry Development Trends Analysis
2 Ultra-fine Nanobubble Generator 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 Ultra-fine Nanobubble Generator 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 Ultra-fine Nanobubble Generator Market Analysis by Regions
4.1 Ultra-fine Nanobubble Generator Overall Market: 2023 VS 2024 VS 2030
4.2 Global Ultra-fine Nanobubble Generator Revenue and Forecast Analysis (2019-2030)
4.2.1 Global Ultra-fine Nanobubble Generator Revenue and Market Share by Region (2019-2024)
4.2.2 Global Ultra-fine Nanobubble Generator Revenue Forecast by Region (2025-2030)
4.3 Global Ultra-fine Nanobubble Generator Sales and Forecast Analysis (2019-2030)
4.3.1 Global Ultra-fine Nanobubble Generator Sales and Market Share by Region (2019-2024)
4.3.2 Global Ultra-fine Nanobubble Generator Sales Forecast by Region (2025-2030)
4.4 Global Ultra-fine Nanobubble Generator Sales Price Trend Analysis (2019-2030)
5 Global Ultra-fine Nanobubble Generator Market Size by Type and Application
5.1 Global Ultra-fine Nanobubble Generator Market Size by Type
5.1.1 Global Ultra-fine Nanobubble Generator Revenue and Forecast Analysis by Type (2019-2030)
5.1.2 Global Ultra-fine Nanobubble Generator Sales and Forecast Analysis by Type (2019-2030)
5.2 Global Ultra-fine Nanobubble Generator Market Size by Application
5.2.1 Global Ultra-fine Nanobubble Generator Revenue and Forecast Analysis by Application (2019-2030)
5.2.2 Global Ultra-fine Nanobubble Generator Sales and Forecast Analysis by Application (2019-2030)
6 North America
6.1 North America Ultra-fine Nanobubble Generator Market Size and Growth Rate Analysis (2019-2030)
6.2 North America Key Manufacturers Analysis
6.3 North America Ultra-fine Nanobubble Generator Market Size by Type
6.3.1 North America Ultra-fine Nanobubble Generator Sales by Type (2019-2030)
6.3.2 North America Ultra-fine Nanobubble Generator Revenue by Type (2019-2030)
6.4 North America Ultra-fine Nanobubble Generator Market Size by Application
6.4.1 North America Ultra-fine Nanobubble Generator Sales by Application (2019-2030)
6.4.2 North America Ultra-fine Nanobubble Generator Revenue by Application (2019-2030)
6.5 North America Ultra-fine Nanobubble Generator Market Size by Country
6.5.1 US
6.5.2 Canada
7 Europe
7.1 Europe Ultra-fine Nanobubble Generator Market Size and Growth Rate Analysis (2019-2030)
7.2 Europe Key Manufacturers Analysis
7.3 Europe Ultra-fine Nanobubble Generator Market Size by Type
7.3.1 Europe Ultra-fine Nanobubble Generator Sales by Type (2019-2030)
7.3.2 Europe Ultra-fine Nanobubble Generator Revenue by Type (2019-2030)
7.4 Europe Ultra-fine Nanobubble Generator Market Size by Application
7.4.1 Europe Ultra-fine Nanobubble Generator Sales by Application (2019-2030)
7.4.2  Europe Ultra-fine Nanobubble Generator Revenue by Application (2019-2030)
7.5 Europe Ultra-fine Nanobubble Generator 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 Ultra-fine Nanobubble Generator Market Size and Growth Rate Analysis (2019-2030)
8.2 China Key Manufacturers Analysis
8.3 China Ultra-fine Nanobubble Generator Market Size by Type
8.3.1 China Ultra-fine Nanobubble Generator Sales by Type (2019-2030)
8.3.2 China Ultra-fine Nanobubble Generator Revenue by Type (2019-2030)
8.4 China Ultra-fine Nanobubble Generator Market Size by Application
8.4.1 China Ultra-fine Nanobubble Generator Sales by Application (2019-2030)
8.4.2 China Ultra-fine Nanobubble Generator Revenue by Application (2019-2030)
9 APAC (excl. China)
9.1 APAC (excl. China) Ultra-fine Nanobubble Generator Market Size and Growth Rate Analysis (2019-2030)
9.2 APAC (excl. China) Key Manufacturers Analysis
9.3 APAC (excl. China) Ultra-fine Nanobubble Generator Market Size by Type
9.3.1 APAC (excl. China) Ultra-fine Nanobubble Generator Sales by Type (2019-2030)
9.3.2 APAC (excl. China) Ultra-fine Nanobubble Generator Revenue by Type (2019-2030)
9.4 APAC (excl. China) Ultra-fine Nanobubble Generator Market Size by Application
9.4.1 APAC (excl. China) Ultra-fine Nanobubble Generator Sales by Application (2019-2030)
9.4.2 APAC (excl. China) Ultra-fine Nanobubble Generator Revenue by Application (2019-2030)
9.5 APAC (excl. China) Ultra-fine Nanobubble Generator 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 Ultra-fine Nanobubble Generator Market Size and Growth Rate Analysis (2019-2030)
10.2 Latin America Key Manufacturers Analysis
10.3 Latin America Ultra-fine Nanobubble Generator Market Size by Type
10.3.1 Latin America Ultra-fine Nanobubble Generator Sales by Type (2019-2030)
10.3.2 Latin America Ultra-fine Nanobubble Generator Revenue by Type (2019-2030)
10.4 Latin America Ultra-fine Nanobubble Generator Market Size by Application
10.4.1 Latin America Ultra-fine Nanobubble Generator Sales by Application (2019-2030)
10.4.2 Latin America Ultra-fine Nanobubble Generator Revenue by Application (2019-2030)
10.5 Latin America Ultra-fine Nanobubble Generator Market Size by Country
10.5.1 Mexico
10.5.2 Brazil
11 Middle East & Africa
11.1 Middle East & Africa Ultra-fine Nanobubble Generator Market Size and Growth Rate Analysis (2019-2030)
11.2 Middle East & Africa Key Manufacturers Analysis
11.3 Middle East & Africa Ultra-fine Nanobubble Generator Market Size by Type
11.3.1 Middle East & Africa Ultra-fine Nanobubble Generator Sales by Type (2019-2030)
11.3.2 Middle East & Africa Ultra-fine Nanobubble Generator Revenue by Type (2019-2030)
11.4 Middle East & Africa Ultra-fine Nanobubble Generator Market Size by Application
11.4.1 Middle East & Africa Ultra-fine Nanobubble Generator Sales by Application (2019-2030)
11.4.2 Middle East & Africa Ultra-fine Nanobubble Generator Revenue by Application (2019-2030)
11.5 Middle East & Africa Ultra-fine Nanobubble Generator Market Size by Country
11.5.1 Saudi Arabia
11.5.2 South Africa
12 Competition by Manufacturers
12.1 Global Ultra-fine Nanobubble Generator Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
12.1.1 Global Ultra-fine Nanobubble Generator Market Sales by Key Manufacturers (2020-2024)
12.1.2 Global Ultra-fine Nanobubble Generator Market Revenue by Key Manufacturers (2020-2024)
12.1.3 Global Ultra-fine Nanobubble Generator Average Sales Price by Manufacturers (2020-2024)
12.2 Ultra-fine Nanobubble Generator Competitive Landscape Analysis and Market Dynamic
12.2.1 Ultra-fine Nanobubble Generator 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 IDEC
13.1.1 IDEC Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.1.2 IDEC Ultra-fine Nanobubble Generator Product Portfolio
13.1.3 IDEC Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.2 Anzai Kantetsu
13.2.1 Anzai Kantetsu Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.2.2 Anzai Kantetsu Ultra-fine Nanobubble Generator Product Portfolio
13.2.3 Anzai Kantetsu Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.3 BioNano International
13.3.1 BioNano International Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.3.2 BioNano International Ultra-fine Nanobubble Generator Product Portfolio
13.3.3 BioNano International Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.4 Kran
13.4.1 Kran Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.4.2 Kran Ultra-fine Nanobubble Generator Product Portfolio
13.4.3 Kran Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.5 Asuplus Nanobubble Technology
13.5.1 Asuplus Nanobubble Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.5.2 Asuplus Nanobubble Technology Ultra-fine Nanobubble Generator Product Portfolio
13.5.3 Asuplus Nanobubble Technology Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.6 Gaia Water
13.6.1 Gaia Water Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.6.2 Gaia Water Ultra-fine Nanobubble Generator Product Portfolio
13.6.3 Gaia Water Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.7 Acniti
13.7.1 Acniti Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.7.2 Acniti Ultra-fine Nanobubble Generator Product Portfolio
13.7.3 Acniti Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.8 HACK INTERNATIONAL
13.8.1 HACK INTERNATIONAL Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.8.2 HACK INTERNATIONAL Ultra-fine Nanobubble Generator Product Portfolio
13.8.3 HACK INTERNATIONAL Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.9 Moleaer
13.9.1 Moleaer Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.9.2 Moleaer Ultra-fine Nanobubble Generator Product Portfolio
13.9.3 Moleaer Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.10 RAW Biochem
13.10.1 RAW Biochem Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.10.2 RAW Biochem Ultra-fine Nanobubble Generator Product Portfolio
13.10.3 RAW Biochem Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.11 Fawoo Nanotech
13.11.1 Fawoo Nanotech Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.11.2 Fawoo Nanotech Ultra-fine Nanobubble Generator Product Portfolio
13.11.3 Fawoo Nanotech Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.12 Agrona
13.12.1 Agrona Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.12.2 Agrona Ultra-fine Nanobubble Generator Product Portfolio
13.12.3 Agrona Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.13 Enaly Ozone Generator
13.13.1 Enaly Ozone Generator Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.13.2 Enaly Ozone Generator Ultra-fine Nanobubble Generator Product Portfolio
13.13.3 Enaly Ozone Generator Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.14 NEWMANTECH
13.14.1 NEWMANTECH Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.14.2 NEWMANTECH Ultra-fine Nanobubble Generator Product Portfolio
13.14.3 NEWMANTECH Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.15 Pacific Water Technology
13.15.1 Pacific Water Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.15.2 Pacific Water Technology Ultra-fine Nanobubble Generator Product Portfolio
13.15.3 Pacific Water Technology Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.16 Qingdao Ozonier Purification Equipment
13.16.1 Qingdao Ozonier Purification Equipment Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.16.2 Qingdao Ozonier Purification Equipment Ultra-fine Nanobubble Generator Product Portfolio
13.16.3 Qingdao Ozonier Purification Equipment Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.17 Holly Technology
13.17.1 Holly Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.17.2 Holly Technology Ultra-fine Nanobubble Generator Product Portfolio
13.17.3 Holly Technology Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.18 Dino Purification
13.18.1 Dino Purification Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.18.2 Dino Purification Ultra-fine Nanobubble Generator Product Portfolio
13.18.3 Dino Purification Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.19 Rapid Water Technologies
13.19.1 Rapid Water Technologies Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.19.2 Rapid Water Technologies Ultra-fine Nanobubble Generator Product Portfolio
13.19.3 Rapid Water Technologies Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.20 Shanghai Mutao Environmental Technology
13.20.1 Shanghai Mutao Environmental Technology Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.20.2 Shanghai Mutao Environmental Technology Ultra-fine Nanobubble Generator Product Portfolio
13.20.3 Shanghai Mutao Environmental Technology Ultra-fine Nanobubble Generator Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14 Industry Chain Analysis
14.1 Ultra-fine Nanobubble Generator Industry Chain Analysis
14.2 Ultra-fine Nanobubble Generator Industry Upstream Supply Analysis
14.2.1 Upstream Key Raw Material Supply Analysis
14.2.2 Raw Material Suppliers and Contact Information
14.3 Ultra-fine Nanobubble Generator Typical Downstream Customers
14.4 Ultra-fine Nanobubble Generator 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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