Global Metal Caps Competitive Landscape Professional Research Report 2025
Description
Research Summary
Metal caps refer to the closures or covers made of metal that are used to seal containers, bottles, or other types of packaging. These caps are commonly used in industries such as food and beverage, pharmaceuticals, cosmetics, and household products. Metal caps are often made from materials like aluminum, tin-plated steel, or stainless steel, which offer strength, durability, and resistance to corrosion. The caps typically consist of a metal disk with a threaded or lug closure mechanism that allows for secure sealing and easy opening. They are designed to fit specific container sizes and neck finishes, ensuring a tight seal to maintain product freshness, prevent leakage, and protect against contamination. Metal caps can be plain or decorated with branding, logos, or embossed designs for aesthetic appeal. They are widely used in the packaging industry due to their versatility, reliability, and ability to provide a tamper-evident seal, ensuring product integrity and customer safety.
According to DIResearch's in-depth investigation and research, the global Metal Caps market size was valued at XX Million USD in 2024 and is projected to reach XX Million USD by 2032, with a CAGR of XX% (2025-2032). Notably, the China market has changed rapidly in the past few years. By 2024, China's market size is expected to be XX Million USD, representing approximately XX% of the global market share. By 2032, it is anticipated to grow further to XX Million USD, contributing XX% to the worldwide market share.
The major global manufacturers of Metal Caps include Crown, Guala Closures Group, Amcor, Silgan Holdings, Tecnocap Group, Massilly, Federfin Tech, Herti JSC, Roberts Metal Packaging, Torrent Closures, Keystone Cap Company, P. Wilkinson Containers Ltd, Nepak Ltd, Tin Cap etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of Metal Caps. Focus on analysing the market share, product portfolio, prices, sales, 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 Metal Caps market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Metal Caps 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 Metal Caps 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 Metal Caps Include:
Crown
Guala Closures Group
Amcor
Silgan Holdings
Tecnocap Group
Massilly
Federfin Tech
Herti JSC
Roberts Metal Packaging
Torrent Closures
Keystone Cap Company
P. Wilkinson Containers Ltd
Nepak Ltd
Tin Cap
Metal Caps Product Segment Include:
Continuous Thread
Unishells
Others
Metal Caps Product Application Include:
Beverages
Food
Pharmaceuticals
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Metal Caps Industry PESTEL Analysis
Chapter 3: Global Metal Caps Industry Porter’s Five Forces Analysis
Chapter 4: Global Metal Caps Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Metal Caps Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Metal Caps 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
Metal caps refer to the closures or covers made of metal that are used to seal containers, bottles, or other types of packaging. These caps are commonly used in industries such as food and beverage, pharmaceuticals, cosmetics, and household products. Metal caps are often made from materials like aluminum, tin-plated steel, or stainless steel, which offer strength, durability, and resistance to corrosion. The caps typically consist of a metal disk with a threaded or lug closure mechanism that allows for secure sealing and easy opening. They are designed to fit specific container sizes and neck finishes, ensuring a tight seal to maintain product freshness, prevent leakage, and protect against contamination. Metal caps can be plain or decorated with branding, logos, or embossed designs for aesthetic appeal. They are widely used in the packaging industry due to their versatility, reliability, and ability to provide a tamper-evident seal, ensuring product integrity and customer safety.
According to DIResearch's in-depth investigation and research, the global Metal Caps market size was valued at XX Million USD in 2024 and is projected to reach XX Million USD by 2032, with a CAGR of XX% (2025-2032). Notably, the China market has changed rapidly in the past few years. By 2024, China's market size is expected to be XX Million USD, representing approximately XX% of the global market share. By 2032, it is anticipated to grow further to XX Million USD, contributing XX% to the worldwide market share.
The major global manufacturers of Metal Caps include Crown, Guala Closures Group, Amcor, Silgan Holdings, Tecnocap Group, Massilly, Federfin Tech, Herti JSC, Roberts Metal Packaging, Torrent Closures, Keystone Cap Company, P. Wilkinson Containers Ltd, Nepak Ltd, Tin Cap etc. The global players competition landscape in this report is divided into three tiers. The first tier comprises global leading enterprises that command a substantial market share, hold a dominant industry position, possess strong competitiveness and influence, and generate significant revenue. The second tier includes companies with a notable market presence and reputation; these firms actively follow industry leaders in product, service, or technological innovation and maintain a moderate revenue scale. The third tier consists of smaller companies with limited market share and lower brand recognition, primarily focused on local markets and generating comparatively lower revenue.
This report studies the market size, price trends and future development prospects of Metal Caps. Focus on analysing the market share, product portfolio, prices, sales, 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 Metal Caps market. The report data covers historical data from 2020 to 2024, based year in 2025 and forecast data from 2026 to 2032.
The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Metal Caps 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 Metal Caps 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 Metal Caps Include:
Crown
Guala Closures Group
Amcor
Silgan Holdings
Tecnocap Group
Massilly
Federfin Tech
Herti JSC
Roberts Metal Packaging
Torrent Closures
Keystone Cap Company
P. Wilkinson Containers Ltd
Nepak Ltd
Tin Cap
Metal Caps Product Segment Include:
Continuous Thread
Unishells
Others
Metal Caps Product Application Include:
Beverages
Food
Pharmaceuticals
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Metal Caps Industry PESTEL Analysis
Chapter 3: Global Metal Caps Industry Porter’s Five Forces Analysis
Chapter 4: Global Metal Caps Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Metal Caps Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Metal Caps Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Metal Caps 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 Metal Caps Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Metal Caps Product by Type
- 1.2.1 Continuous Thread
- 1.2.2 Unishells
- 1.2.3 Others
- 1.3 Metal Caps Product by Application
- 1.3.1 Beverages
- 1.3.2 Food
- 1.3.3 Pharmaceuticals
- 1.3.4 Others
- 1.4 Global Metal Caps Market Revenue and Sales Analysis
- 1.4.1 Global Metal Caps Revenue Market Size Analysis (2020-2032)
- 1.4.2 Global Metal Caps Sales Market Size Analysis (2020-2032)
- 1.4.3 Global Metal Caps Market Sales Price Trend Analysis (2020-2032)
- 1.5 Metal Caps Industry Trends and Innovation
- 1.5.1 Metal Caps Industry Trends and Innovation
- 1.5.2 Metal Caps Market Drivers and Challenges
- 2 Metal Caps 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 Metal Caps 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 Metal Caps Market Analysis by Regions
- 4.1 Global Metal Caps Overall Market: 2024 VS 2025 VS 2032
- 4.2 Global Metal Caps Revenue and Forecast Analysis (2020-2032)
- 4.2.1 Global Metal Caps Revenue and Market Share by Region (2020-2025)
- 4.2.2 Global Metal Caps Revenue Forecast by Region (2026-2032)
- 4.3 Global Metal Caps Sales and Forecast Analysis (2020-2032)
- 4.3.1 Global Metal Caps Sales and Market Share by Region (2020-2025)
- 4.3.2 Global Metal Caps Sales Forecast by Region (2026-2032)
- 4.4 Global Metal Caps Sales Price Trend Analysis (2020-2032)
- 5 Global Metal Caps Market Size by Type and Application
- 5.1 Global Metal Caps Market Size by Type
- 5.1.1 Global Metal Caps Revenue and Forecast Analysis by Type (2020-2032)
- 5.1.2 Global Metal Caps Sales and Forecast Analysis by Type (2020-2032)
- 5.2 Global Metal Caps Market Size by Application
- 5.2.1 Global Metal Caps Revenue and Forecast Analysis by Application (2020-2032)
- 5.2.2 Global Metal Caps Sales and Forecast Analysis by Application (2020-2032)
- 6 North America
- 6.1 North America Metal Caps Market Size and Growth Rate Analysis (2020-2032)
- 6.2 North America Key Manufacturers Analysis
- 6.3 North America Metal Caps Market Size by Type
- 6.3.1 North America Metal Caps Sales by Type (2020-2032)
- 6.3.2 North America Metal Caps Revenue by Type (2020-2032)
- 6.4 North America Metal Caps Market Size by Application
- 6.4.1 North America Metal Caps Sales by Application (2020-2032)
- 6.4.2 North America Metal Caps Revenue by Application (2020-2032)
- 6.5 North America Metal Caps Market Size by Country
- 6.5.1 US
- 6.5.2 Canada
- 7 Europe
- 7.1 Europe Metal Caps Market Size and Growth Rate Analysis (2020-2032)
- 7.2 Europe Key Manufacturers Analysis
- 7.3 Europe Metal Caps Market Size by Type
- 7.3.1 Europe Metal Caps Sales by Type (2020-2032)
- 7.3.2 Europe Metal Caps Revenue by Type (2020-2032)
- 7.4 Europe Metal Caps Market Size by Application
- 7.4.1 Europe Metal Caps Sales by Application (2020-2032)
- 7.4.2 Europe Metal Caps Revenue by Application (2020-2032)
- 7.5 Europe Metal Caps 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 Metal Caps Market Size and Growth Rate Analysis (2020-2032)
- 8.2 China Key Manufacturers Analysis
- 8.3 China Metal Caps Market Size by Type
- 8.3.1 China Metal Caps Sales by Type (2020-2032)
- 8.3.2 China Metal Caps Revenue by Type (2020-2032)
- 8.4 China Metal Caps Market Size by Application
- 8.4.1 China Metal Caps Sales by Application (2020-2032)
- 8.4.2 China Metal Caps Revenue by Application (2020-2032)
- 9 APAC (excl. China)
- 9.1 APAC (excl. China) Metal Caps Market Size and Growth Rate Analysis (2020-2032)
- 9.2 APAC (excl. China) Key Manufacturers Analysis
- 9.3 APAC (excl. China) Metal Caps Market Size by Type
- 9.3.1 APAC (excl. China) Metal Caps Sales by Type (2020-2032)
- 9.3.2 APAC (excl. China) Metal Caps Revenue by Type (2020-2032)
- 9.4 APAC (excl. China) Metal Caps Market Size by Application
- 9.4.1 APAC (excl. China) Metal Caps Sales by Application (2020-2032)
- 9.4.2 APAC (excl. China) Metal Caps Revenue by Application (2020-2032)
- 9.5 APAC (excl. China) Metal Caps Market Size by Country
- 9.5.1 Japan
- 9.5.2 South Korea
- 9.5.3 India
- 9.5.4 Australia
- 9.5.5 Southeast Asia
- 10 Latin America
- 10.1 Latin America Metal Caps Market Size and Growth Rate Analysis (2020-2032)
- 10.2 Latin America Key Manufacturers Analysis
- 10.3 Latin America Metal Caps Market Size by Type
- 10.3.1 Latin America Metal Caps Sales by Type (2020-2032)
- 10.3.2 Latin America Metal Caps Revenue by Type (2020-2032)
- 10.4 Latin America Metal Caps Market Size by Application
- 10.4.1 Latin America Metal Caps Sales by Application (2020-2032)
- 10.4.2 Latin America Metal Caps Revenue by Application (2020-2032)
- 10.5 Latin America Metal Caps Market Size by Country
- 10.6 Latin America Metal Caps Market Size by Country
- 10.6.1 Mexico
- 10.6.2 Brazil
- 11 Middle East & Africa
- 11.1 Middle East & Africa Metal Caps Market Size and Growth Rate Analysis (2020-2032)
- 11.2 Middle East & Africa Key Manufacturers Analysis
- 11.3 Middle East & Africa Metal Caps Market Size by Type
- 11.3.1 Middle East & Africa Metal Caps Sales by Type (2020-2032)
- 11.3.2 Middle East & Africa Metal Caps Revenue by Type (2020-2032)
- 11.4 Middle East & Africa Metal Caps Market Size by Application
- 11.4.1 Middle East & Africa Metal Caps Sales by Application (2020-2032)
- 11.4.2 Middle East & Africa Metal Caps Revenue by Application (2020-2032)
- 11.5 Middle East Metal Caps Market Size by Country
- 11.5.1 Saudi Arabia
- 11.5.2 South Africa
- 12 Competition by Manufacturers
- 12.1 Global Metal Caps Market Sales, Revenue and Price by Key Manufacturers (2021-2025)
- 12.1.1 Global Metal Caps Market Sales by Key Manufacturers (2021-2025)
- 12.1.2 Global Metal Caps Market Revenue by Key Manufacturers (2021-2025)
- 12.1.3 Global Metal Caps Average Sales Price by Manufacturers (2021-2025)
- 12.2 Metal Caps Competitive Landscape Analysis and Market Dynamic
- 12.2.1 Metal Caps 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 Crown
- 13.1.1 Crown Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.1.2 Crown Metal Caps Product Portfolio
- 13.1.3 Crown Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.2 Guala Closures Group
- 13.2.1 Guala Closures Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.2.2 Guala Closures Group Metal Caps Product Portfolio
- 13.2.3 Guala Closures Group Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.3 Amcor
- 13.3.1 Amcor Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.3.2 Amcor Metal Caps Product Portfolio
- 13.3.3 Amcor Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.4 Silgan Holdings
- 13.4.1 Silgan Holdings Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.4.2 Silgan Holdings Metal Caps Product Portfolio
- 13.4.3 Silgan Holdings Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.5 Tecnocap Group
- 13.5.1 Tecnocap Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.5.2 Tecnocap Group Metal Caps Product Portfolio
- 13.5.3 Tecnocap Group Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.6 Massilly
- 13.6.1 Massilly Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.6.2 Massilly Metal Caps Product Portfolio
- 13.6.3 Massilly Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.7 Federfin Tech
- 13.7.1 Federfin Tech Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.7.2 Federfin Tech Metal Caps Product Portfolio
- 13.7.3 Federfin Tech Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.8 Herti JSC
- 13.8.1 Herti JSC Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.8.2 Herti JSC Metal Caps Product Portfolio
- 13.8.3 Herti JSC Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.9 Roberts Metal Packaging
- 13.9.1 Roberts Metal Packaging Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.9.2 Roberts Metal Packaging Metal Caps Product Portfolio
- 13.9.3 Roberts Metal Packaging Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.10 Torrent Closures
- 13.10.1 Torrent Closures Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.10.2 Torrent Closures Metal Caps Product Portfolio
- 13.10.3 Torrent Closures Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.11 Keystone Cap Company
- 13.11.1 Keystone Cap Company Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.11.2 Keystone Cap Company Metal Caps Product Portfolio
- 13.11.3 Keystone Cap Company Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.12 P. Wilkinson Containers Ltd
- 13.12.1 P. Wilkinson Containers Ltd Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.12.2 P. Wilkinson Containers Ltd Metal Caps Product Portfolio
- 13.12.3 P. Wilkinson Containers Ltd Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.13 Nepak Ltd
- 13.13.1 Nepak Ltd Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.13.2 Nepak Ltd Metal Caps Product Portfolio
- 13.13.3 Nepak Ltd Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.14 Tin Cap
- 13.14.1 Tin Cap Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.14.2 Tin Cap Metal Caps Product Portfolio
- 13.14.3 Tin Cap Metal Caps Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14 Industry Chain Analysis
- 14.1 Metal Caps Industry Chain Analysis
- 14.2 Metal Caps Industry Raw Material and Suppliers Analysis
- 14.2.1 Metal Caps Key Raw Material Supply Analysis
- 14.2.2 Raw Material Suppliers and Contact Information
- 14.3 Metal Caps Typical Downstream Customers
- 14.4 Metal Caps 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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