Global Flow Rate Liquid Flow Meters Competitive Landscape Professional Research Report 2024

Global Flow Rate Liquid Flow Meters Competitive Landscape Professional Research Report 2024



Research Summary

Flow rate liquid flow meters are instruments designed to measure the volume or mass of liquid passing through a particular point in a pipeline over a specified period. These meters play a critical role in various industries, providing accurate and real-time information about the flow of liquids. Common types of flow rate liquid flow meters include positive displacement meters, turbine meters, electromagnetic flow meters, and ultrasonic flow meters, each employing different principles for measurement. The data obtained from these meters is crucial for processes such as monitoring and controlling fluid flow in industrial operations, ensuring accurate billing in utility applications, and maintaining optimal performance in various fluid-handling systems. The versatility of flow rate liquid flow meters makes them essential tools in industries like water management, chemical processing, and food and beverage production, where precise measurement of liquid flow is fundamental to operational efficiency and quality control.

According to DIResearch's in-depth investigation and research, the global Flow Rate Liquid Flow Meters 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 Flow Rate Liquid Flow Meters include Keyence, Horiba, CKD, Aichi Tokei Denki Co, ifm, SMC CORPORATION, Endress + Hauser, KROHNE, Titan Enterprises Ltd, Azbil Corporation, Bronkhorst, Sensirion, SONOTEC GmbH, Dolomite, Siargo Ltd, McMillan, Sick, Elvesys Group, Aosong Electronic Co, Alicat Scientific 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 Flow Rate Liquid Flow Meters. 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 Flow Rate Liquid Flow Meters 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 Flow Rate Liquid Flow Meters 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 Flow Rate Liquid Flow Meters 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 Flow Rate Liquid Flow Meters Include:

Keyence

Horiba

CKD

Aichi Tokei Denki Co

ifm

SMC CORPORATION

Endress + Hauser

KROHNE

Titan Enterprises Ltd

Azbil Corporation

Bronkhorst

Sensirion

SONOTEC GmbH

Dolomite

Siargo Ltd

McMillan

Sick

Elvesys Group

Aosong Electronic Co

Alicat Scientific

Flow Rate Liquid Flow Meters Product Segment Include:

Wetted Type

Non-Wetted Type

Flow Rate Liquid Flow Meters Product Application Include:

Semiconductor Manufacturing Equipment

Food Machinery

Machine Tools

Pharmaceutical Equipment

Electrical Electronics

Solar Cell Manufacturing Equipment

FPD Manufacturing Equipment

Physical and Chemical Equipment

Others

Chapter Scope

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

Chapter 2: Global Flow Rate Liquid Flow Meters Industry PESTEL Analysis

Chapter 3: Global Flow Rate Liquid Flow Meters Industry Porter’s Five Forces Analysis

Chapter 4: Global Flow Rate Liquid Flow Meters Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 5: Global Flow Rate Liquid Flow Meters Market Size and Forecast by Type and Application Analysis

Chapter 6: North America Flow Rate Liquid Flow Meters Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 7: Europe Flow Rate Liquid Flow Meters Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: China Flow Rate Liquid Flow Meters Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: APAC (Excl. China) Flow Rate Liquid Flow Meters Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: Latin America Flow Rate Liquid Flow Meters Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Middle East and Africa Flow Rate Liquid Flow Meters Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Global Flow Rate Liquid Flow Meters 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 Flow Rate Liquid Flow Meters Market Overview
1.1 Product Definition and Statistical Scope
1.2 Flow Rate Liquid Flow Meters Product by Type
1.2.1 Global Flow Rate Liquid Flow Meters Market Size by Type, 2023 VS 2024 VS 2030
1.2.2 Wetted Type
1.2.3 Non-Wetted Type
1.3 Flow Rate Liquid Flow Meters Product by Application
1.3.1 Global Flow Rate Liquid Flow Meters Market Size by Application, 2023 VS 2024 VS 2030
1.3.2 Semiconductor Manufacturing Equipment
1.3.3 Food Machinery
1.3.4 Machine Tools
1.3.5 Pharmaceutical Equipment
1.3.6 Electrical Electronics
1.3.7 Solar Cell Manufacturing Equipment
1.3.8 FPD Manufacturing Equipment
1.3.9 Physical and Chemical Equipment
1.3.10 Others
1.4 Global Flow Rate Liquid Flow Meters Market Revenue and Sales Analysis
1.4.1 Global Flow Rate Liquid Flow Meters Market Size Analysis (2019-2030)
1.4.2 Global Flow Rate Liquid Flow Meters Market Sales Analysis (2019-2030)
1.4.3 Global Flow Rate Liquid Flow Meters Market Sales Price Trend Analysis (2019-2030)
1.5 Flow Rate Liquid Flow Meters Market Development Status and Trends
1.5.1 Flow Rate Liquid Flow Meters Industry Development Status Analysis
1.5.2 Flow Rate Liquid Flow Meters Industry Development Trends Analysis
2 Flow Rate Liquid Flow Meters 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 Flow Rate Liquid Flow Meters 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 Flow Rate Liquid Flow Meters Market Analysis by Regions
4.1 Flow Rate Liquid Flow Meters Overall Market: 2023 VS 2024 VS 2030
4.2 Global Flow Rate Liquid Flow Meters Revenue and Forecast Analysis (2019-2030)
4.2.1 Global Flow Rate Liquid Flow Meters Revenue and Market Share by Region (2019-2024)
4.2.2 Global Flow Rate Liquid Flow Meters Revenue Forecast by Region (2025-2030)
4.3 Global Flow Rate Liquid Flow Meters Sales and Forecast Analysis (2019-2030)
4.3.1 Global Flow Rate Liquid Flow Meters Sales and Market Share by Region (2019-2024)
4.3.2 Global Flow Rate Liquid Flow Meters Sales Forecast by Region (2025-2030)
4.4 Global Flow Rate Liquid Flow Meters Sales Price Trend Analysis (2019-2030)
5 Global Flow Rate Liquid Flow Meters Market Size by Type and Application
5.1 Global Flow Rate Liquid Flow Meters Market Size by Type
5.1.1 Global Flow Rate Liquid Flow Meters Revenue and Forecast Analysis by Type (2019-2030)
5.1.2 Global Flow Rate Liquid Flow Meters Sales and Forecast Analysis by Type (2019-2030)
5.2 Global Flow Rate Liquid Flow Meters Market Size by Application
5.2.1 Global Flow Rate Liquid Flow Meters Revenue and Forecast Analysis by Application (2019-2030)
5.2.2 Global Flow Rate Liquid Flow Meters Sales and Forecast Analysis by Application (2019-2030)
6 North America
6.1 North America Flow Rate Liquid Flow Meters Market Size and Growth Rate Analysis (2019-2030)
6.2 North America Key Manufacturers Analysis
6.3 North America Flow Rate Liquid Flow Meters Market Size by Type
6.3.1 North America Flow Rate Liquid Flow Meters Sales by Type (2019-2030)
6.3.2 North America Flow Rate Liquid Flow Meters Revenue by Type (2019-2030)
6.4 North America Flow Rate Liquid Flow Meters Market Size by Application
6.4.1 North America Flow Rate Liquid Flow Meters Sales by Application (2019-2030)
6.4.2 North America Flow Rate Liquid Flow Meters Revenue by Application (2019-2030)
6.5 North America Flow Rate Liquid Flow Meters Market Size by Country
6.5.1 US
6.5.2 Canada
7 Europe
7.1 Europe Flow Rate Liquid Flow Meters Market Size and Growth Rate Analysis (2019-2030)
7.2 Europe Key Manufacturers Analysis
7.3 Europe Flow Rate Liquid Flow Meters Market Size by Type
7.3.1 Europe Flow Rate Liquid Flow Meters Sales by Type (2019-2030)
7.3.2 Europe Flow Rate Liquid Flow Meters Revenue by Type (2019-2030)
7.4 Europe Flow Rate Liquid Flow Meters Market Size by Application
7.4.1 Europe Flow Rate Liquid Flow Meters Sales by Application (2019-2030)
7.4.2  Europe Flow Rate Liquid Flow Meters Revenue by Application (2019-2030)
7.5 Europe Flow Rate Liquid Flow Meters 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 Flow Rate Liquid Flow Meters Market Size and Growth Rate Analysis (2019-2030)
8.2 China Key Manufacturers Analysis
8.3 China Flow Rate Liquid Flow Meters Market Size by Type
8.3.1 China Flow Rate Liquid Flow Meters Sales by Type (2019-2030)
8.3.2 China Flow Rate Liquid Flow Meters Revenue by Type (2019-2030)
8.4 China Flow Rate Liquid Flow Meters Market Size by Application
8.4.1 China Flow Rate Liquid Flow Meters Sales by Application (2019-2030)
8.4.2 China Flow Rate Liquid Flow Meters Revenue by Application (2019-2030)
9 APAC (excl. China)
9.1 APAC (excl. China) Flow Rate Liquid Flow Meters Market Size and Growth Rate Analysis (2019-2030)
9.2 APAC (excl. China) Key Manufacturers Analysis
9.3 APAC (excl. China) Flow Rate Liquid Flow Meters Market Size by Type
9.3.1 APAC (excl. China) Flow Rate Liquid Flow Meters Sales by Type (2019-2030)
9.3.2 APAC (excl. China) Flow Rate Liquid Flow Meters Revenue by Type (2019-2030)
9.4 APAC (excl. China) Flow Rate Liquid Flow Meters Market Size by Application
9.4.1 APAC (excl. China) Flow Rate Liquid Flow Meters Sales by Application (2019-2030)
9.4.2 APAC (excl. China) Flow Rate Liquid Flow Meters Revenue by Application (2019-2030)
9.5 APAC (excl. China) Flow Rate Liquid Flow Meters 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 Flow Rate Liquid Flow Meters Market Size and Growth Rate Analysis (2019-2030)
10.2 Latin America Key Manufacturers Analysis
10.3 Latin America Flow Rate Liquid Flow Meters Market Size by Type
10.3.1 Latin America Flow Rate Liquid Flow Meters Sales by Type (2019-2030)
10.3.2 Latin America Flow Rate Liquid Flow Meters Revenue by Type (2019-2030)
10.4 Latin America Flow Rate Liquid Flow Meters Market Size by Application
10.4.1 Latin America Flow Rate Liquid Flow Meters Sales by Application (2019-2030)
10.4.2 Latin America Flow Rate Liquid Flow Meters Revenue by Application (2019-2030)
10.5 Latin America Flow Rate Liquid Flow Meters Market Size by Country
10.5.1 Mexico
10.5.2 Brazil
11 Middle East & Africa
11.1 Middle East & Africa Flow Rate Liquid Flow Meters Market Size and Growth Rate Analysis (2019-2030)
11.2 Middle East & Africa Key Manufacturers Analysis
11.3 Middle East & Africa Flow Rate Liquid Flow Meters Market Size by Type
11.3.1 Middle East & Africa Flow Rate Liquid Flow Meters Sales by Type (2019-2030)
11.3.2 Middle East & Africa Flow Rate Liquid Flow Meters Revenue by Type (2019-2030)
11.4 Middle East & Africa Flow Rate Liquid Flow Meters Market Size by Application
11.4.1 Middle East & Africa Flow Rate Liquid Flow Meters Sales by Application (2019-2030)
11.4.2 Middle East & Africa Flow Rate Liquid Flow Meters Revenue by Application (2019-2030)
11.5 Middle East & Africa Flow Rate Liquid Flow Meters Market Size by Country
11.5.1 Saudi Arabia
11.5.2 South Africa
12 Competition by Manufacturers
12.1 Global Flow Rate Liquid Flow Meters Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
12.1.1 Global Flow Rate Liquid Flow Meters Market Sales by Key Manufacturers (2020-2024)
12.1.2 Global Flow Rate Liquid Flow Meters Market Revenue by Key Manufacturers (2020-2024)
12.1.3 Global Flow Rate Liquid Flow Meters Average Sales Price by Manufacturers (2020-2024)
12.2 Flow Rate Liquid Flow Meters Competitive Landscape Analysis and Market Dynamic
12.2.1 Flow Rate Liquid Flow Meters 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 Keyence
13.1.1 Keyence Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.1.2 Keyence Flow Rate Liquid Flow Meters Product Portfolio
13.1.3 Keyence Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.2 Horiba
13.2.1 Horiba Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.2.2 Horiba Flow Rate Liquid Flow Meters Product Portfolio
13.2.3 Horiba Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.3 CKD
13.3.1 CKD Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.3.2 CKD Flow Rate Liquid Flow Meters Product Portfolio
13.3.3 CKD Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.4 Aichi Tokei Denki Co
13.4.1 Aichi Tokei Denki Co Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.4.2 Aichi Tokei Denki Co Flow Rate Liquid Flow Meters Product Portfolio
13.4.3 Aichi Tokei Denki Co Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.5 ifm
13.5.1 ifm Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.5.2 ifm Flow Rate Liquid Flow Meters Product Portfolio
13.5.3 ifm Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.6 SMC CORPORATION
13.6.1 SMC CORPORATION Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.6.2 SMC CORPORATION Flow Rate Liquid Flow Meters Product Portfolio
13.6.3 SMC CORPORATION Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.7 Endress + Hauser
13.7.1 Endress + Hauser Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.7.2 Endress + Hauser Flow Rate Liquid Flow Meters Product Portfolio
13.7.3 Endress + Hauser Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.8 KROHNE
13.8.1 KROHNE Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.8.2 KROHNE Flow Rate Liquid Flow Meters Product Portfolio
13.8.3 KROHNE Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.9 Titan Enterprises Ltd
13.9.1 Titan Enterprises Ltd Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.9.2 Titan Enterprises Ltd Flow Rate Liquid Flow Meters Product Portfolio
13.9.3 Titan Enterprises Ltd Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.10 Azbil Corporation
13.10.1 Azbil Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.10.2 Azbil Corporation Flow Rate Liquid Flow Meters Product Portfolio
13.10.3 Azbil Corporation Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.11 Bronkhorst
13.11.1 Bronkhorst Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.11.2 Bronkhorst Flow Rate Liquid Flow Meters Product Portfolio
13.11.3 Bronkhorst Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.12 Sensirion
13.12.1 Sensirion Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.12.2 Sensirion Flow Rate Liquid Flow Meters Product Portfolio
13.12.3 Sensirion Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.13 SONOTEC GmbH
13.13.1 SONOTEC GmbH Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.13.2 SONOTEC GmbH Flow Rate Liquid Flow Meters Product Portfolio
13.13.3 SONOTEC GmbH Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.14 Dolomite
13.14.1 Dolomite Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.14.2 Dolomite Flow Rate Liquid Flow Meters Product Portfolio
13.14.3 Dolomite Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.15 Siargo Ltd
13.15.1 Siargo Ltd Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.15.2 Siargo Ltd Flow Rate Liquid Flow Meters Product Portfolio
13.15.3 Siargo Ltd Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.16 McMillan
13.16.1 McMillan Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.16.2 McMillan Flow Rate Liquid Flow Meters Product Portfolio
13.16.3 McMillan Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.17 Sick
13.17.1 Sick Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.17.2 Sick Flow Rate Liquid Flow Meters Product Portfolio
13.17.3 Sick Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.18 Elvesys Group
13.18.1 Elvesys Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.18.2 Elvesys Group Flow Rate Liquid Flow Meters Product Portfolio
13.18.3 Elvesys Group Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.19 Aosong Electronic Co
13.19.1 Aosong Electronic Co Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.19.2 Aosong Electronic Co Flow Rate Liquid Flow Meters Product Portfolio
13.19.3 Aosong Electronic Co Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.20 Alicat Scientific
13.20.1 Alicat Scientific Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.20.2 Alicat Scientific Flow Rate Liquid Flow Meters Product Portfolio
13.20.3 Alicat Scientific Flow Rate Liquid Flow Meters Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14 Industry Chain Analysis
14.1 Flow Rate Liquid Flow Meters Industry Chain Analysis
14.2 Flow Rate Liquid Flow Meters Industry Upstream Supply Analysis
14.2.1 Upstream Key Raw Material Supply Analysis
14.2.2 Raw Material Suppliers and Contact Information
14.3 Flow Rate Liquid Flow Meters Typical Downstream Customers
14.4 Flow Rate Liquid Flow Meters 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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