Global Ultrafiltration Membrane Filtration Competitive Landscape Professional Research Report 2024

Research Summary

Ultrafiltration membrane filtration is a separation process that utilizes a semipermeable membrane with specific pore sizes to separate particles and solutes from a liquid. Ultrafiltration membranes have pore sizes in the range of 0.01 to 0.1 micrometers, allowing them to selectively retain particles such as colloids, proteins, and microorganisms while allowing smaller molecules like water and ions to pass through. This technology is widely used in water treatment, wastewater purification, and various industrial processes. By applying pressure, the liquid is forced through the membrane, separating contaminants from the desired components. Ultrafiltration is an effective method for removing suspended solids, bacteria, and macromolecules, contributing to the production of clean and purified water for various applications, including drinking water production and industrial processes requiring high-quality water.

According to DIResearch's in-depth investigation and research, the global Ultrafiltration Membrane Filtration market size will reach US$ XX Million in 2024, and is expected to reach US$ XX 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 US$ XX Million, accounting for approximately XX% of the world. It is expected to reach US$ XX Million in 2030, and the global share will reach XX%.

The major global manufacturers of Ultrafiltration Membrane Filtration include Koch, Asahi Kasei, SUEZ, DuPont, Toray, 3M (Membrana), Mitsubishi Chemical, Nitto Denko Corporation, Synder Filtration, Microdyn-Nadir, Grant (Canpure), Pentair (X-Flow), Pall Water, CITIC Envirotech, Litree, Scinor, Tianjin MOTIMO, Zhaojin Motian, Memsino 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 Ultrafiltration Membrane Filtration. 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 Ultrafiltration Membrane Filtration 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 Ultrafiltration Membrane Filtration 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 Ultrafiltration Membrane Filtration 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 Ultrafiltration Membrane Filtration Include:

Koch

Asahi Kasei

SUEZ

DuPont

Toray

3M (Membrana)

Mitsubishi Chemical

Nitto Denko Corporation

Synder Filtration

Microdyn-Nadir

Grant (Canpure)

Pentair (X-Flow)

Pall Water

CITIC Envirotech

Litree

Scinor

Tianjin MOTIMO

Zhaojin Motian

Memsino

Ultrafiltration Membrane Filtration Product Segment Include:

Organic Membrane

Inorganic Membrane

Ultrafiltration Membrane Filtration Product Application Include:

Industrial & Municipal

Food & Beverage

Healthcare & Bioengineering

Seawater Reverse Osmosis

Potable Water Treatment

Chapter Scope

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

Chapter 2: Global Ultrafiltration Membrane Filtration Capacity and Production Analysis

Chapter 3: Global Ultrafiltration Membrane Filtration Industry PESTEL Analysis

Chapter 4: Global Ultrafiltration Membrane Filtration Industry Porter's Five Forces Analysis

Chapter 5: Global Ultrafiltration Membrane Filtration Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 6: Global Ultrafiltration Membrane Filtration Market Size and Forecast by Type and Application Analysis

Chapter 7: North America Ultrafiltration Membrane Filtration Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: Europe Ultrafiltration Membrane Filtration Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: China Ultrafiltration Membrane Filtration Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: APAC (Excl. China) Ultrafiltration Membrane Filtration Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Latin America Ultrafiltration Membrane Filtration Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Middle East and Africa Ultrafiltration Membrane Filtration Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 13: Global Ultrafiltration Membrane Filtration 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

1 Ultrafiltration Membrane Filtration Market Overview

1.1 Product Definition and Statistical Scope

1.2 Ultrafiltration Membrane Filtration Product by Type

1.2.1 Global Ultrafiltration Membrane Filtration Market Size by Type, 2023 VS 2024 VS 2030

1.2.2 Organic Membrane

1.2.3 Inorganic Membrane

1.3 Ultrafiltration Membrane Filtration Product by Application

1.3.1 Global Ultrafiltration Membrane Filtration Market Size by Application, 2023 VS 2024 VS 2030

1.3.2 Industrial & Municipal

1.3.3 Food & Beverage

1.3.4 Healthcare & Bioengineering

1.3.5 Seawater Reverse Osmosis

1.3.6 Potable Water Treatment

1.4 Global Ultrafiltration Membrane Filtration Market Revenue and Sales Analysis

1.4.1 Global Ultrafiltration Membrane Filtration Market Size Analysis (2019-2030)

1.4.2 Global Ultrafiltration Membrane Filtration Market Sales Analysis (2019-2030)

1.4.3 Global Ultrafiltration Membrane Filtration Market Sales Price Trend Analysis (2019-2030)

1.5 Ultrafiltration Membrane Filtration Market Development Status and Trends

1.5.1 Ultrafiltration Membrane Filtration Industry Development Status Analysis

1.5.2 Ultrafiltration Membrane Filtration Industry Development Trends Analysis

2 Global Ultrafiltration Membrane Filtration Capacity and Production Analysis

2.1 Global Ultrafiltration Membrane Filtration Production Capacity (2019-2030)

2.2 Global Ultrafiltration Membrane Filtration Production by Region: 2023 VS 2024 VS 2030

2.3 Global Ultrafiltration Membrane Filtration Production by Region

2.3.1 Global Ultrafiltration Membrane Filtration Historic Production by Region (2019-2024)

2.3.2 Global Ultrafiltration Membrane Filtration Forecasted Production by Region (2025-2030)

2.3.3 Global Ultrafiltration Membrane Filtration Production Market Share by Region (2019-2030)

3 Ultrafiltration Membrane Filtration 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 Ultrafiltration Membrane Filtration 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 Ultrafiltration Membrane Filtration Market Analysis by Regions

5.1 Ultrafiltration Membrane Filtration Overall Market: 2023 VS 2024 VS 2030

5.2 Global Ultrafiltration Membrane Filtration Revenue and Forecast Analysis (2019-2030)

5.2.1 Global Ultrafiltration Membrane Filtration Revenue and Market Share by Region (2019-2024)

5.2.2 Global Ultrafiltration Membrane Filtration Revenue Forecast by Region (2025-2030)

5.3 Global Ultrafiltration Membrane Filtration Sales and Forecast Analysis (2019-2030)

5.3.1 Global Ultrafiltration Membrane Filtration Sales and Market Share by Region (2019-2024)

5.3.2 Global Ultrafiltration Membrane Filtration Sales Forecast by Region (2025-2030)

5.4 Global Ultrafiltration Membrane Filtration Sales Price Trend Analysis (2019-2030)

6 Global Ultrafiltration Membrane Filtration Market Size by Type and Application

6.1 Global Ultrafiltration Membrane Filtration Market Size by Type

6.1.1 Global Ultrafiltration Membrane Filtration Revenue and Forecast Analysis by Type (2019-2030)

6.1.2 Global Ultrafiltration Membrane Filtration Sales and Forecast Analysis by Type (2019-2030)

6.2 Global Ultrafiltration Membrane Filtration Market Size by Application

6.2.1 Global Ultrafiltration Membrane Filtration Revenue and Forecast Analysis by Application (2019-2030)

6.2.2 Global Ultrafiltration Membrane Filtration Sales and Forecast Analysis by Application (2019-2030)

7 North America

7.1 North America Ultrafiltration Membrane Filtration Market Size and Growth Rate Analysis (2019-2030)

7.2 North America Key Manufacturers Analysis

7.3 North America Ultrafiltration Membrane Filtration Market Size by Type

7.3.1 North America Ultrafiltration Membrane Filtration Sales by Type (2019-2030)

7.3.2 North America Ultrafiltration Membrane Filtration Revenue by Type (2019-2030)

7.4 North America Ultrafiltration Membrane Filtration Market Size by Application

7.4.1 North America Ultrafiltration Membrane Filtration Sales by Application (2019-2030)

7.4.2 North America Ultrafiltration Membrane Filtration Revenue by Application (2019-2030)

7.5 North America Ultrafiltration Membrane Filtration Market Size by Country

7.5.1 US

7.5.2 Canada

8 Europe

8.1 Europe Ultrafiltration Membrane Filtration Market Size and Growth Rate Analysis (2019-2030)

8.2 Europe Key Manufacturers Analysis

8.3 Europe Ultrafiltration Membrane Filtration Market Size by Type

8.3.1 Europe Ultrafiltration Membrane Filtration Sales by Type (2019-2030)

8.3.2 Europe Ultrafiltration Membrane Filtration Revenue by Type (2019-2030)

8.4 Europe Ultrafiltration Membrane Filtration Market Size by Application

8.4.1 Europe Ultrafiltration Membrane Filtration Sales by Application (2019-2030)

8.4.2 ? Europe Ultrafiltration Membrane Filtration Revenue by Application (2019-2030)

8.5 Europe Ultrafiltration Membrane Filtration 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 Ultrafiltration Membrane Filtration Market Size and Growth Rate Analysis (2019-2030)

9.2 China Key Manufacturers Analysis

9.3 China Ultrafiltration Membrane Filtration Market Size by Type

9.3.1 China Ultrafiltration Membrane Filtration Sales by Type (2019-2030)

9.3.2 China Ultrafiltration Membrane Filtration Revenue by Type (2019-2030)

9.4 China Ultrafiltration Membrane Filtration Market Size by Application

9.4.1 China Ultrafiltration Membrane Filtration Sales by Application (2019-2030)

9.4.2 China Ultrafiltration Membrane Filtration Revenue by Application (2019-2030)

10 APAC (excl. China)

10.1 APAC (excl. China) Ultrafiltration Membrane Filtration Market Size and Growth Rate Analysis (2019-2030)

10.2 APAC (excl. China) Key Manufacturers Analysis

10.3 APAC (excl. China) Ultrafiltration Membrane Filtration Market Size by Type

10.3.1 APAC (excl. China) Ultrafiltration Membrane Filtration Sales by Type (2019-2030)

10.3.2 APAC (excl. China) Ultrafiltration Membrane Filtration Revenue by Type (2019-2030)

10.4 APAC (excl. China) Ultrafiltration Membrane Filtration Market Size by Application

10.4.1 APAC (excl. China) Ultrafiltration Membrane Filtration Sales by Application (2019-2030)

10.4.2 APAC (excl. China) Ultrafiltration Membrane Filtration Revenue by Application (2019-2030)

10.5 APAC (excl. China) Ultrafiltration Membrane Filtration 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 Ultrafiltration Membrane Filtration Market Size and Growth Rate Analysis (2019-2030)

11.2 Latin America Key Manufacturers Analysis

11.3 Latin America Ultrafiltration Membrane Filtration Market Size by Type

11.3.1 Latin America Ultrafiltration Membrane Filtration Sales by Type (2019-2030)

11.3.2 Latin America Ultrafiltration Membrane Filtration Revenue by Type (2019-2030)

11.4 Latin America Ultrafiltration Membrane Filtration Market Size by Application

11.4.1 Latin America Ultrafiltration Membrane Filtration Sales by Application (2019-2030)

11.4.2 Latin America Ultrafiltration Membrane Filtration Revenue by Application (2019-2030)

11.5 Latin America Ultrafiltration Membrane Filtration Market Size by Country

11.5.1 Mexico

11.5.2 Brazil

12 Middle East & Africa

12.1 Middle East & Africa Ultrafiltration Membrane Filtration Market Size and Growth Rate Analysis (2019-2030)

12.2 Middle East & Africa Key Manufacturers Analysis

12.3 Middle East & Africa Ultrafiltration Membrane Filtration Market Size by Type

12.3.1 Middle East & Africa Ultrafiltration Membrane Filtration Sales by Type (2019-2030)

12.3.2 Middle East & Africa Ultrafiltration Membrane Filtration Revenue by Type (2019-2030)

12.4 Middle East & Africa Ultrafiltration Membrane Filtration Market Size by Application

12.4.1 Middle East & Africa Ultrafiltration Membrane Filtration Sales by Application (2019-2030)

12.4.2 Middle East & Africa Ultrafiltration Membrane Filtration Revenue by Application (2019-2030)

12.5 Middle East & Africa Ultrafiltration Membrane Filtration Market Size by Country

12.5.1 Saudi Arabia

12.5.2 South Africa

13 Competition by Manufacturers

13.1 Global Ultrafiltration Membrane Filtration Market Sales, Revenue and Price by Key Manufacturers (2020-2024)

13.1.1 Global Ultrafiltration Membrane Filtration Market Sales by Key Manufacturers (2020-2024)

13.1.2 Global Ultrafiltration Membrane Filtration Market Revenue by Key Manufacturers (2020-2024)

13.1.3 Global Ultrafiltration Membrane Filtration Average Sales Price by Manufacturers (2020-2024)

13.2 Ultrafiltration Membrane Filtration Competitive Landscape Analysis and Market Dynamic

13.2.1 Ultrafiltration Membrane Filtration 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 Koch

14.1.1 Koch Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.1.2 Koch Ultrafiltration Membrane Filtration Product Portfolio

14.1.3 Koch Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.2 Asahi Kasei

14.2.1 Asahi Kasei Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.2.2 Asahi Kasei Ultrafiltration Membrane Filtration Product Portfolio

14.2.3 Asahi Kasei Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.3 SUEZ

14.3.1 SUEZ Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.3.2 SUEZ Ultrafiltration Membrane Filtration Product Portfolio

14.3.3 SUEZ Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.4 DuPont

14.4.1 DuPont Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.4.2 DuPont Ultrafiltration Membrane Filtration Product Portfolio

14.4.3 DuPont Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.5 Toray

14.5.1 Toray Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.5.2 Toray Ultrafiltration Membrane Filtration Product Portfolio

14.5.3 Toray Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.6 3M (Membrana)

14.6.1 3M (Membrana) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.6.2 3M (Membrana) Ultrafiltration Membrane Filtration Product Portfolio

14.6.3 3M (Membrana) Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.7 Mitsubishi Chemical

14.7.1 Mitsubishi Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.7.2 Mitsubishi Chemical Ultrafiltration Membrane Filtration Product Portfolio

14.7.3 Mitsubishi Chemical Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.8 Nitto Denko Corporation

14.8.1 Nitto Denko Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.8.2 Nitto Denko Corporation Ultrafiltration Membrane Filtration Product Portfolio

14.8.3 Nitto Denko Corporation Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.9 Synder Filtration

14.9.1 Synder Filtration Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.9.2 Synder Filtration Ultrafiltration Membrane Filtration Product Portfolio

14.9.3 Synder Filtration Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.10 Microdyn-Nadir

14.10.1 Microdyn-Nadir Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.10.2 Microdyn-Nadir Ultrafiltration Membrane Filtration Product Portfolio

14.10.3 Microdyn-Nadir Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.11 Grant (Canpure)

14.11.1 Grant (Canpure) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.11.2 Grant (Canpure) Ultrafiltration Membrane Filtration Product Portfolio

14.11.3 Grant (Canpure) Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.12 Pentair (X-Flow)

14.12.1 Pentair (X-Flow) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.12.2 Pentair (X-Flow) Ultrafiltration Membrane Filtration Product Portfolio

14.12.3 Pentair (X-Flow) Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.13 Pall Water

14.13.1 Pall Water Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.13.2 Pall Water Ultrafiltration Membrane Filtration Product Portfolio

14.13.3 Pall Water Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.14 CITIC Envirotech

14.14.1 CITIC Envirotech Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.14.2 CITIC Envirotech Ultrafiltration Membrane Filtration Product Portfolio

14.14.3 CITIC Envirotech Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.15 Litree

14.15.1 Litree Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.15.2 Litree Ultrafiltration Membrane Filtration Product Portfolio

14.15.3 Litree Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.16 Scinor

14.16.1 Scinor Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.16.2 Scinor Ultrafiltration Membrane Filtration Product Portfolio

14.16.3 Scinor Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.17 Tianjin MOTIMO

14.17.1 Tianjin MOTIMO Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.17.2 Tianjin MOTIMO Ultrafiltration Membrane Filtration Product Portfolio

14.17.3 Tianjin MOTIMO Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.18 Zhaojin Motian

14.18.1 Zhaojin Motian Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.18.2 Zhaojin Motian Ultrafiltration Membrane Filtration Product Portfolio

14.18.3 Zhaojin Motian Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

14.19 Memsino

14.19.1 Memsino Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)

14.19.2 Memsino Ultrafiltration Membrane Filtration Product Portfolio

14.19.3 Memsino Ultrafiltration Membrane Filtration Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)

15 Industry Chain Analysis

15.1 Ultrafiltration Membrane Filtration Industry Chain Analysis

15.2 Ultrafiltration Membrane Filtration Industry Upstream Supply Analysis

15.2.1 Upstream Key Raw Material Supply Analysis

15.2.2 Raw Material Suppliers and Contact Information

15.3 Ultrafiltration Membrane Filtration Typical Downstream Customers

15.4 Ultrafiltration Membrane Filtration 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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