
Global Chemical Oxygen Demand (COD) Analyzers Competitive Landscape Professional Research Report 2024
Description
Global Chemical Oxygen Demand (COD) Analyzers Competitive Landscape Professional Research Report 2024
Research Summary Chemical Oxygen Demand (COD) analyzers are specialized instruments used to measure the amount of oxygen required to chemically oxidize organic and inorganic substances present in water or wastewater samples. The COD measurement is an essential parameter in water quality analysis, as it provides valuable information about the overall organic pollution and the oxygen demand of the sample. The analyzers work by subjecting the water sample to a chemical reaction in the presence of a strong oxidizing agent, which breaks down the organic compounds, releasing oxygen. The amount of oxygen consumed during this process is proportional to the COD of the sample. COD analyzers offer fast and accurate results, enabling environmental scientists, water treatment plants, and industrial facilities to monitor water quality, assess pollution levels, and ensure compliance with regulatory standards. These analyzers play a critical role in water quality management and environmental protection efforts. According to DIResearch's in-depth investigation and research, the global Chemical Oxygen Demand (COD) Analyzers 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 Chemical Oxygen Demand (COD) Analyzers include Hach, LAR Process Analysers, Endress+Hauser, Mantech, DKK-TOA, KORBI, KIMOTO ELECTRIC, SYSTEA S.p.A., Uniphos Envirotronic, istek, bbe Moldaenke GmbH, BOQU Instrument, ZTE Instruments, Hangzhou Lohand Biological 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 Chemical Oxygen Demand (COD) Analyzers. 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 Chemical Oxygen Demand (COD) Analyzers 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 Chemical Oxygen Demand (COD) Analyzers 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 Chemical Oxygen Demand (COD) Analyzers 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 Chemical Oxygen Demand (COD) Analyzers Include: Hach LAR Process Analysers Endress+Hauser Mantech DKK-TOA KORBI KIMOTO ELECTRIC SYSTEA S.p.A. Uniphos Envirotronic istek bbe Moldaenke GmbH BOQU Instrument ZTE Instruments Hangzhou Lohand Biological Chemical Oxygen Demand (COD) Analyzers Product Segment Include: Portable COD Analyzers Benchtop COD Analyzers Chemical Oxygen Demand (COD) Analyzers Product Application Include: Industrial and Municipal Wastewater Ground/Surface Water Drinking Water Seawater Others Chapter Scope Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends Chapter 2: Global Chemical Oxygen Demand (COD) Analyzers Industry PESTEL Analysis Chapter 3: Global Chemical Oxygen Demand (COD) Analyzers Industry Porter’s Five Forces Analysis Chapter 4: Global Chemical Oxygen Demand (COD) Analyzers Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis Chapter 5: Global Chemical Oxygen Demand (COD) Analyzers Market Size and Forecast by Type and Application Analysis Chapter 6: North America Chemical Oxygen Demand (COD) Analyzers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 7: Europe Chemical Oxygen Demand (COD) Analyzers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 8: China Chemical Oxygen Demand (COD) Analyzers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 9: APAC (Excl. China) Chemical Oxygen Demand (COD) Analyzers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 10: Latin America Chemical Oxygen Demand (COD) Analyzers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 11: Middle East and Africa Chemical Oxygen Demand (COD) Analyzers Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis) Chapter 12: Global Chemical Oxygen Demand (COD) Analyzers 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
Table of Contents
170 Pages
- 1 Chemical Oxygen Demand (COD) Analyzers Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Chemical Oxygen Demand (COD) Analyzers Product by Type
- 1.2.1 Global Chemical Oxygen Demand (COD) Analyzers Market Size by Type, 2023 VS 2024 VS 2030
- 1.2.2 Portable COD Analyzers
- 1.2.3 Benchtop COD Analyzers
- 1.3 Chemical Oxygen Demand (COD) Analyzers Product by Application
- 1.3.1 Global Chemical Oxygen Demand (COD) Analyzers Market Size by Application, 2023 VS 2024 VS 2030
- 1.3.2 Industrial and Municipal Wastewater
- 1.3.3 Ground/Surface Water
- 1.3.4 Drinking Water
- 1.3.5 Seawater
- 1.3.6 Others
- 1.4 Global Chemical Oxygen Demand (COD) Analyzers Market Revenue and Sales Analysis
- 1.4.1 Global Chemical Oxygen Demand (COD) Analyzers Market Size Analysis (2019-2030)
- 1.4.2 Global Chemical Oxygen Demand (COD) Analyzers Market Sales Analysis (2019-2030)
- 1.4.3 Global Chemical Oxygen Demand (COD) Analyzers Market Sales Price Trend Analysis (2019-2030)
- 1.5 Chemical Oxygen Demand (COD) Analyzers Market Development Status and Trends
- 1.5.1 Chemical Oxygen Demand (COD) Analyzers Industry Development Status Analysis
- 1.5.2 Chemical Oxygen Demand (COD) Analyzers Industry Development Trends Analysis
- 2 Chemical Oxygen Demand (COD) Analyzers 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 Chemical Oxygen Demand (COD) Analyzers 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 Chemical Oxygen Demand (COD) Analyzers Market Analysis by Regions
- 4.1 Chemical Oxygen Demand (COD) Analyzers Overall Market: 2023 VS 2024 VS 2030
- 4.2 Global Chemical Oxygen Demand (COD) Analyzers Revenue and Forecast Analysis (2019-2030)
- 4.2.1 Global Chemical Oxygen Demand (COD) Analyzers Revenue and Market Share by Region (2019-2024)
- 4.2.2 Global Chemical Oxygen Demand (COD) Analyzers Revenue Forecast by Region (2025-2030)
- 4.3 Global Chemical Oxygen Demand (COD) Analyzers Sales and Forecast Analysis (2019-2030)
- 4.3.1 Global Chemical Oxygen Demand (COD) Analyzers Sales and Market Share by Region (2019-2024)
- 4.3.2 Global Chemical Oxygen Demand (COD) Analyzers Sales Forecast by Region (2025-2030)
- 4.4 Global Chemical Oxygen Demand (COD) Analyzers Sales Price Trend Analysis (2019-2030)
- 5 Global Chemical Oxygen Demand (COD) Analyzers Market Size by Type and Application
- 5.1 Global Chemical Oxygen Demand (COD) Analyzers Market Size by Type
- 5.1.1 Global Chemical Oxygen Demand (COD) Analyzers Revenue and Forecast Analysis by Type (2019-2030)
- 5.1.2 Global Chemical Oxygen Demand (COD) Analyzers Sales and Forecast Analysis by Type (2019-2030)
- 5.2 Global Chemical Oxygen Demand (COD) Analyzers Market Size by Application
- 5.2.1 Global Chemical Oxygen Demand (COD) Analyzers Revenue and Forecast Analysis by Application (2019-2030)
- 5.2.2 Global Chemical Oxygen Demand (COD) Analyzers Sales and Forecast Analysis by Application (2019-2030)
- 6 North America
- 6.1 North America Chemical Oxygen Demand (COD) Analyzers Market Size and Growth Rate Analysis (2019-2030)
- 6.2 North America Key Manufacturers Analysis
- 6.3 North America Chemical Oxygen Demand (COD) Analyzers Market Size by Type
- 6.3.1 North America Chemical Oxygen Demand (COD) Analyzers Sales by Type (2019-2030)
- 6.3.2 North America Chemical Oxygen Demand (COD) Analyzers Revenue by Type (2019-2030)
- 6.4 North America Chemical Oxygen Demand (COD) Analyzers Market Size by Application
- 6.4.1 North America Chemical Oxygen Demand (COD) Analyzers Sales by Application (2019-2030)
- 6.4.2 North America Chemical Oxygen Demand (COD) Analyzers Revenue by Application (2019-2030)
- 6.5 North America Chemical Oxygen Demand (COD) Analyzers Market Size by Country
- 6.5.1 US
- 6.5.2 Canada
- 7 Europe
- 7.1 Europe Chemical Oxygen Demand (COD) Analyzers Market Size and Growth Rate Analysis (2019-2030)
- 7.2 Europe Key Manufacturers Analysis
- 7.3 Europe Chemical Oxygen Demand (COD) Analyzers Market Size by Type
- 7.3.1 Europe Chemical Oxygen Demand (COD) Analyzers Sales by Type (2019-2030)
- 7.3.2 Europe Chemical Oxygen Demand (COD) Analyzers Revenue by Type (2019-2030)
- 7.4 Europe Chemical Oxygen Demand (COD) Analyzers Market Size by Application
- 7.4.1 Europe Chemical Oxygen Demand (COD) Analyzers Sales by Application (2019-2030)
- 7.4.2 Europe Chemical Oxygen Demand (COD) Analyzers Revenue by Application (2019-2030)
- 7.5 Europe Chemical Oxygen Demand (COD) Analyzers 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 Chemical Oxygen Demand (COD) Analyzers Market Size and Growth Rate Analysis (2019-2030)
- 8.2 China Key Manufacturers Analysis
- 8.3 China Chemical Oxygen Demand (COD) Analyzers Market Size by Type
- 8.3.1 China Chemical Oxygen Demand (COD) Analyzers Sales by Type (2019-2030)
- 8.3.2 China Chemical Oxygen Demand (COD) Analyzers Revenue by Type (2019-2030)
- 8.4 China Chemical Oxygen Demand (COD) Analyzers Market Size by Application
- 8.4.1 China Chemical Oxygen Demand (COD) Analyzers Sales by Application (2019-2030)
- 8.4.2 China Chemical Oxygen Demand (COD) Analyzers Revenue by Application (2019-2030)
- 9 APAC (excl. China)
- 9.1 APAC (excl. China) Chemical Oxygen Demand (COD) Analyzers Market Size and Growth Rate Analysis (2019-2030)
- 9.2 APAC (excl. China) Key Manufacturers Analysis
- 9.3 APAC (excl. China) Chemical Oxygen Demand (COD) Analyzers Market Size by Type
- 9.3.1 APAC (excl. China) Chemical Oxygen Demand (COD) Analyzers Sales by Type (2019-2030)
- 9.3.2 APAC (excl. China) Chemical Oxygen Demand (COD) Analyzers Revenue by Type (2019-2030)
- 9.4 APAC (excl. China) Chemical Oxygen Demand (COD) Analyzers Market Size by Application
- 9.4.1 APAC (excl. China) Chemical Oxygen Demand (COD) Analyzers Sales by Application (2019-2030)
- 9.4.2 APAC (excl. China) Chemical Oxygen Demand (COD) Analyzers Revenue by Application (2019-2030)
- 9.5 APAC (excl. China) Chemical Oxygen Demand (COD) Analyzers 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 Chemical Oxygen Demand (COD) Analyzers Market Size and Growth Rate Analysis (2019-2030)
- 10.2 Latin America Key Manufacturers Analysis
- 10.3 Latin America Chemical Oxygen Demand (COD) Analyzers Market Size by Type
- 10.3.1 Latin America Chemical Oxygen Demand (COD) Analyzers Sales by Type (2019-2030)
- 10.3.2 Latin America Chemical Oxygen Demand (COD) Analyzers Revenue by Type (2019-2030)
- 10.4 Latin America Chemical Oxygen Demand (COD) Analyzers Market Size by Application
- 10.4.1 Latin America Chemical Oxygen Demand (COD) Analyzers Sales by Application (2019-2030)
- 10.4.2 Latin America Chemical Oxygen Demand (COD) Analyzers Revenue by Application (2019-2030)
- 10.5 Latin America Chemical Oxygen Demand (COD) Analyzers Market Size by Country
- 10.5.1 Mexico
- 10.5.2 Brazil
- 11 Middle East & Africa
- 11.1 Middle East & Africa Chemical Oxygen Demand (COD) Analyzers Market Size and Growth Rate Analysis (2019-2030)
- 11.2 Middle East & Africa Key Manufacturers Analysis
- 11.3 Middle East & Africa Chemical Oxygen Demand (COD) Analyzers Market Size by Type
- 11.3.1 Middle East & Africa Chemical Oxygen Demand (COD) Analyzers Sales by Type (2019-2030)
- 11.3.2 Middle East & Africa Chemical Oxygen Demand (COD) Analyzers Revenue by Type (2019-2030)
- 11.4 Middle East & Africa Chemical Oxygen Demand (COD) Analyzers Market Size by Application
- 11.4.1 Middle East & Africa Chemical Oxygen Demand (COD) Analyzers Sales by Application (2019-2030)
- 11.4.2 Middle East & Africa Chemical Oxygen Demand (COD) Analyzers Revenue by Application (2019-2030)
- 11.5 Middle East & Africa Chemical Oxygen Demand (COD) Analyzers Market Size by Country
- 11.5.1 Saudi Arabia
- 11.5.2 South Africa
- 12 Competition by Manufacturers
- 12.1 Global Chemical Oxygen Demand (COD) Analyzers Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
- 12.1.1 Global Chemical Oxygen Demand (COD) Analyzers Market Sales by Key Manufacturers (2020-2024)
- 12.1.2 Global Chemical Oxygen Demand (COD) Analyzers Market Revenue by Key Manufacturers (2020-2024)
- 12.1.3 Global Chemical Oxygen Demand (COD) Analyzers Average Sales Price by Manufacturers (2020-2024)
- 12.2 Chemical Oxygen Demand (COD) Analyzers Competitive Landscape Analysis and Market Dynamic
- 12.2.1 Chemical Oxygen Demand (COD) Analyzers 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 Hach
- 13.1.1 Hach Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.1.2 Hach Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.1.3 Hach Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.2 LAR Process Analysers
- 13.2.1 LAR Process Analysers Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.2.2 LAR Process Analysers Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.2.3 LAR Process Analysers Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.3 Endress+Hauser
- 13.3.1 Endress+Hauser Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.3.2 Endress+Hauser Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.3.3 Endress+Hauser Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.4 Mantech
- 13.4.1 Mantech Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.4.2 Mantech Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.4.3 Mantech Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.5 DKK-TOA
- 13.5.1 DKK-TOA Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.5.2 DKK-TOA Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.5.3 DKK-TOA Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.6 KORBI
- 13.6.1 KORBI Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.6.2 KORBI Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.6.3 KORBI Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.7 KIMOTO ELECTRIC
- 13.7.1 KIMOTO ELECTRIC Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.7.2 KIMOTO ELECTRIC Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.7.3 KIMOTO ELECTRIC Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.8 SYSTEA S.p.A.
- 13.8.1 SYSTEA S.p.A. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.8.2 SYSTEA S.p.A. Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.8.3 SYSTEA S.p.A. Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.9 Uniphos Envirotronic
- 13.9.1 Uniphos Envirotronic Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.9.2 Uniphos Envirotronic Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.9.3 Uniphos Envirotronic Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.10 istek
- 13.10.1 istek Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.10.2 istek Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.10.3 istek Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.11 bbe Moldaenke GmbH
- 13.11.1 bbe Moldaenke GmbH Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.11.2 bbe Moldaenke GmbH Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.11.3 bbe Moldaenke GmbH Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.12 BOQU Instrument
- 13.12.1 BOQU Instrument Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.12.2 BOQU Instrument Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.12.3 BOQU Instrument Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.13 ZTE Instruments
- 13.13.1 ZTE Instruments Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.13.2 ZTE Instruments Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.13.3 ZTE Instruments Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 13.14 Hangzhou Lohand Biological
- 13.14.1 Hangzhou Lohand Biological Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.14.2 Hangzhou Lohand Biological Chemical Oxygen Demand (COD) Analyzers Product Portfolio
- 13.14.3 Hangzhou Lohand Biological Chemical Oxygen Demand (COD) Analyzers Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
- 14 Industry Chain Analysis
- 14.1 Chemical Oxygen Demand (COD) Analyzers Industry Chain Analysis
- 14.2 Chemical Oxygen Demand (COD) Analyzers Industry Upstream Supply Analysis
- 14.2.1 Upstream Key Raw Material Supply Analysis
- 14.2.2 Raw Material Suppliers and Contact Information
- 14.3 Chemical Oxygen Demand (COD) Analyzers Typical Downstream Customers
- 14.4 Chemical Oxygen Demand (COD) Analyzers 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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