Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Competitive Landscape Professional Research Report 2024

Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Competitive Landscape Professional Research Report 2024



Research Summary

Ultra-high purity (UHP) metal tubing for semiconductors is a specialized type of tubing used in the semiconductor industry for transporting high-purity gases and chemicals in semiconductor manufacturing processes. These tubes are typically made from materials such as stainless steel or other corrosion-resistant alloys and undergo extensive cleaning and purification processes to achieve extremely low levels of impurities. UHP metal tubing is designed to maintain the integrity of the gases and chemicals it transports, ensuring that they remain free from contamination that could affect the quality and performance of semiconductor devices. These tubes are manufactured to strict specifications and standards to meet the demanding requirements of semiconductor fabrication, where even trace amounts of impurities can have a significant impact on device performance and yield. UHP metal tubing plays a critical role in ensuring the reliability and quality of semiconductor manufacturing processes by providing a clean and uncontaminated environment for gas and chemical delivery.

According to DIResearch's in-depth investigation and research, the global Ultra High Purity (UHP) Metal Tubing for Semiconductor 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 High Purity (UHP) Metal Tubing for Semiconductor include Swagelok, AMETEK Cardinal UHP, HandyTube, Dockweiler, Valex, CoreDux, FITOK, WSG, Kunshan Kinglai Hygienic Materials, ASFLOW, Kuze 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 High Purity (UHP) Metal Tubing for Semiconductor. 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 High Purity (UHP) Metal Tubing for Semiconductor 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 Ultra High Purity (UHP) Metal Tubing for Semiconductor 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 High Purity (UHP) Metal Tubing for Semiconductor 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 High Purity (UHP) Metal Tubing for Semiconductor Include:

Swagelok

AMETEK Cardinal UHP

HandyTube

Dockweiler

Valex

CoreDux

FITOK

WSG

Kunshan Kinglai Hygienic Materials

ASFLOW

Kuze

Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Segment Include:

316L

316L VIM/VAR

Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Application Include:

IDM

Foundry

Chapter Scope

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

Chapter 2: Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Capacity and Production Analysis

Chapter 3: Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Industry PESTEL Analysis

Chapter 4: Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Industry Porter’s Five Forces Analysis

Chapter 5: Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 6: Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size and Forecast by Type and Application Analysis

Chapter 7: North America Ultra High Purity (UHP) Metal Tubing for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: Europe Ultra High Purity (UHP) Metal Tubing for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: China Ultra High Purity (UHP) Metal Tubing for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: APAC (Excl. China) Ultra High Purity (UHP) Metal Tubing for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Latin America Ultra High Purity (UHP) Metal Tubing for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Middle East and Africa Ultra High Purity (UHP) Metal Tubing for Semiconductor Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 13: Global Ultra High Purity (UHP) Metal Tubing for Semiconductor 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 Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Overview
1.1 Product Definition and Statistical Scope
1.2 Ultra High Purity (UHP) Metal Tubing for Semiconductor Product by Type
1.2.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Type, 2023 VS 2024 VS 2030
1.2.2 316L
1.2.3 316L VIM/VAR
1.3 Ultra High Purity (UHP) Metal Tubing for Semiconductor Product by Application
1.3.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Application, 2023 VS 2024 VS 2030
1.3.2 IDM
1.3.3 Foundry
1.4 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Revenue and Sales Analysis
1.4.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size Analysis (2019-2030)
1.4.2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Sales Analysis (2019-2030)
1.4.3 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Sales Price Trend Analysis (2019-2030)
1.5 Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Development Status and Trends
1.5.1 Ultra High Purity (UHP) Metal Tubing for Semiconductor Industry Development Status Analysis
1.5.2 Ultra High Purity (UHP) Metal Tubing for Semiconductor Industry Development Trends Analysis
2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Capacity and Production Analysis
2.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Production Capacity (2019-2030)
2.2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Production by Region: 2023 VS 2024 VS 2030
2.3 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Production by Region
2.3.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Historic Production by Region (2019-2024)
2.3.2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Forecasted Production by Region (2025-2030)
2.3.3 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Production Market Share by Region (2019-2030)
3 Ultra High Purity (UHP) Metal Tubing for Semiconductor 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 Ultra High Purity (UHP) Metal Tubing for Semiconductor 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 Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Analysis by Regions
5.1 Ultra High Purity (UHP) Metal Tubing for Semiconductor Overall Market: 2023 VS 2024 VS 2030
5.2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue and Forecast Analysis (2019-2030)
5.2.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue and Market Share by Region (2019-2024)
5.2.2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue Forecast by Region (2025-2030)
5.3 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales and Forecast Analysis (2019-2030)
5.3.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales and Market Share by Region (2019-2024)
5.3.2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales Forecast by Region (2025-2030)
5.4 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales Price Trend Analysis (2019-2030)
6 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Type and Application
6.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Type
6.1.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue and Forecast Analysis by Type (2019-2030)
6.1.2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales and Forecast Analysis by Type (2019-2030)
6.2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Application
6.2.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue and Forecast Analysis by Application (2019-2030)
6.2.2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales and Forecast Analysis by Application (2019-2030)
7 North America
7.1 North America Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size and Growth Rate Analysis (2019-2030)
7.2 North America Key Manufacturers Analysis
7.3 North America Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Type
7.3.1 North America Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Type (2019-2030)
7.3.2 North America Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Type (2019-2030)
7.4 North America Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Application
7.4.1 North America Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Application (2019-2030)
7.4.2 North America Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Application (2019-2030)
7.5 North America Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Country
7.5.1 US
7.5.2 Canada
8 Europe
8.1 Europe Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size and Growth Rate Analysis (2019-2030)
8.2 Europe Key Manufacturers Analysis
8.3 Europe Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Type
8.3.1 Europe Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Type (2019-2030)
8.3.2 Europe Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Type (2019-2030)
8.4 Europe Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Application
8.4.1 Europe Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Application (2019-2030)
8.4.2  Europe Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Application (2019-2030)
8.5 Europe Ultra High Purity (UHP) Metal Tubing for Semiconductor 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 Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size and Growth Rate Analysis (2019-2030)
9.2 China Key Manufacturers Analysis
9.3 China Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Type
9.3.1 China Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Type (2019-2030)
9.3.2 China Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Type (2019-2030)
9.4 China Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Application
9.4.1 China Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Application (2019-2030)
9.4.2 China Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Application (2019-2030)
10 APAC (excl. China)
10.1 APAC (excl. China) Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size and Growth Rate Analysis (2019-2030)
10.2 APAC (excl. China) Key Manufacturers Analysis
10.3 APAC (excl. China) Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Type
10.3.1 APAC (excl. China) Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Type (2019-2030)
10.3.2 APAC (excl. China) Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Type (2019-2030)
10.4 APAC (excl. China) Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Application
10.4.1 APAC (excl. China) Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Application (2019-2030)
10.4.2 APAC (excl. China) Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Application (2019-2030)
10.5 APAC (excl. China) Ultra High Purity (UHP) Metal Tubing for Semiconductor 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 Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size and Growth Rate Analysis (2019-2030)
11.2 Latin America Key Manufacturers Analysis
11.3 Latin America Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Type
11.3.1 Latin America Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Type (2019-2030)
11.3.2 Latin America Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Type (2019-2030)
11.4 Latin America Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Application
11.4.1 Latin America Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Application (2019-2030)
11.4.2 Latin America Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Application (2019-2030)
11.5 Latin America Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Country
11.5.1 Mexico
11.5.2 Brazil
12 Middle East & Africa
12.1 Middle East & Africa Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size and Growth Rate Analysis (2019-2030)
12.2 Middle East & Africa Key Manufacturers Analysis
12.3 Middle East & Africa Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Type
12.3.1 Middle East & Africa Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Type (2019-2030)
12.3.2 Middle East & Africa Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Type (2019-2030)
12.4 Middle East & Africa Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Application
12.4.1 Middle East & Africa Ultra High Purity (UHP) Metal Tubing for Semiconductor Sales by Application (2019-2030)
12.4.2 Middle East & Africa Ultra High Purity (UHP) Metal Tubing for Semiconductor Revenue by Application (2019-2030)
12.5 Middle East & Africa Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Size by Country
12.5.1 Saudi Arabia
12.5.2 South Africa
13 Competition by Manufacturers
13.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
13.1.1 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Sales by Key Manufacturers (2020-2024)
13.1.2 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Revenue by Key Manufacturers (2020-2024)
13.1.3 Global Ultra High Purity (UHP) Metal Tubing for Semiconductor Average Sales Price by Manufacturers (2020-2024)
13.2 Ultra High Purity (UHP) Metal Tubing for Semiconductor Competitive Landscape Analysis and Market Dynamic
13.2.1 Ultra High Purity (UHP) Metal Tubing for Semiconductor 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 Swagelok
14.1.1 Swagelok Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.1.2 Swagelok Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.1.3 Swagelok Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.2 AMETEK Cardinal UHP
14.2.1 AMETEK Cardinal UHP Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.2.2 AMETEK Cardinal UHP Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.2.3 AMETEK Cardinal UHP Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.3 HandyTube
14.3.1 HandyTube Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.3.2 HandyTube Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.3.3 HandyTube Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.4 Dockweiler
14.4.1 Dockweiler Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.4.2 Dockweiler Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.4.3 Dockweiler Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.5 Valex
14.5.1 Valex Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.5.2 Valex Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.5.3 Valex Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.6 CoreDux
14.6.1 CoreDux Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.6.2 CoreDux Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.6.3 CoreDux Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.7 FITOK
14.7.1 FITOK Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.7.2 FITOK Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.7.3 FITOK Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.8 WSG
14.8.1 WSG Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.8.2 WSG Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.8.3 WSG Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.9 Kunshan Kinglai Hygienic Materials
14.9.1 Kunshan Kinglai Hygienic Materials Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.9.2 Kunshan Kinglai Hygienic Materials Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.9.3 Kunshan Kinglai Hygienic Materials Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.10 ASFLOW
14.10.1 ASFLOW Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.10.2 ASFLOW Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.10.3 ASFLOW Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.11 Kuze
14.11.1 Kuze Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.11.2 Kuze Ultra High Purity (UHP) Metal Tubing for Semiconductor Product Portfolio
14.11.3 Kuze Ultra High Purity (UHP) Metal Tubing for Semiconductor Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
15 Industry Chain Analysis
15.1 Ultra High Purity (UHP) Metal Tubing for Semiconductor Industry Chain Analysis
15.2 Ultra High Purity (UHP) Metal Tubing for Semiconductor Industry Upstream Supply Analysis
15.2.1 Upstream Key Raw Material Supply Analysis
15.2.2 Raw Material Suppliers and Contact Information
15.3 Ultra High Purity (UHP) Metal Tubing for Semiconductor Typical Downstream Customers
15.4 Ultra High Purity (UHP) Metal Tubing for Semiconductor 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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