Global Vacuum Flask Competitive Landscape Professional Research Report 2025
Description
Research Summary
A vacuum flask, commonly known as a thermos, is a double-walled container designed to keep beverages at a consistent temperature by minimizing heat transfer with its vacuum-insulated structure. The flask typically consists of an inner and outer wall with a vacuum layer between them, which inhibits heat transfer by conduction and convection. The vacuum flask＇s design prevents the loss of heat or cold from the contents, making it highly effective for maintaining the temperature of hot or cold beverages. This thermal insulation property makes vacuum flasks popular for storing and transporting liquids, such as coffee, tea, or cold beverages, ensuring that the desired temperature is preserved for an extended period. They are widely used for outdoor activities, travel, and daily use, providing a convenient and energy-efficient solution for keeping drinks at the desired temperature.
According to DIResearch's in-depth investigation and research, the global Vacuum Flask 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 Vacuum Flask include Zojirushi, Shine Time, Thermos, Klean Kanteen, Haers, Sibao, Tiger, Fuguang, Nanlong, Hydro Flask, Chinawaya, Yeti, S-well, EMSA GmbH 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 Vacuum Flask. 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 Vacuum Flask 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 Vacuum Flask 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 Vacuum Flask 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 Vacuum Flask Include:
Zojirushi
Shine Time
Thermos
Klean Kanteen
Haers
Sibao
Tiger
Fuguang
Nanlong
Hydro Flask
Chinawaya
Yeti
S-well
EMSA GmbH
Vacuum Flask Product Segment Include:
Capacity: 1-1.5L
Capacity: 1.5-2.0L
Others
Vacuum Flask Product Application Include:
Online Sales
Offline Sales
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Vacuum Flask Industry PESTEL Analysis
Chapter 3: Global Vacuum Flask Industry Porter’s Five Forces Analysis
Chapter 4: Global Vacuum Flask Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Vacuum Flask Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Vacuum Flask 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
A vacuum flask, commonly known as a thermos, is a double-walled container designed to keep beverages at a consistent temperature by minimizing heat transfer with its vacuum-insulated structure. The flask typically consists of an inner and outer wall with a vacuum layer between them, which inhibits heat transfer by conduction and convection. The vacuum flask＇s design prevents the loss of heat or cold from the contents, making it highly effective for maintaining the temperature of hot or cold beverages. This thermal insulation property makes vacuum flasks popular for storing and transporting liquids, such as coffee, tea, or cold beverages, ensuring that the desired temperature is preserved for an extended period. They are widely used for outdoor activities, travel, and daily use, providing a convenient and energy-efficient solution for keeping drinks at the desired temperature.
According to DIResearch's in-depth investigation and research, the global Vacuum Flask 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 Vacuum Flask include Zojirushi, Shine Time, Thermos, Klean Kanteen, Haers, Sibao, Tiger, Fuguang, Nanlong, Hydro Flask, Chinawaya, Yeti, S-well, EMSA GmbH 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 Vacuum Flask. 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 Vacuum Flask 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 Vacuum Flask 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 Vacuum Flask 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 Vacuum Flask Include:
Zojirushi
Shine Time
Thermos
Klean Kanteen
Haers
Sibao
Tiger
Fuguang
Nanlong
Hydro Flask
Chinawaya
Yeti
S-well
EMSA GmbH
Vacuum Flask Product Segment Include:
Capacity: 1-1.5L
Capacity: 1.5-2.0L
Others
Vacuum Flask Product Application Include:
Online Sales
Offline Sales
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Vacuum Flask Industry PESTEL Analysis
Chapter 3: Global Vacuum Flask Industry Porter’s Five Forces Analysis
Chapter 4: Global Vacuum Flask Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Vacuum Flask Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Vacuum Flask Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Vacuum Flask 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 Vacuum Flask Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Vacuum Flask Product by Type
- 1.2.1 Capacity: 1-1.5L
- 1.2.2 Capacity: 1.5-2.0L
- 1.2.3 Others
- 1.3 Vacuum Flask Product by Application
- 1.3.1 Online Sales
- 1.3.2 Offline Sales
- 1.4 Global Vacuum Flask Market Revenue and Sales Analysis
- 1.4.1 Global Vacuum Flask Market Size Analysis (2020-2032)
- 1.4.2 Global Vacuum Flask Market Sales Analysis (2020-2032)
- 1.4.3 Global Vacuum Flask Market Sales Price Trend Analysis (2020-2032)
- 1.5 Vacuum Flask Industry Trends and Innovation
- 1.5.1 Vacuum Flask Industry Trends and Innovation
- 1.5.2 Vacuum Flask Market Drivers and Challenges
- 2 Vacuum Flask 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 Vacuum Flask 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 Vacuum Flask Market Analysis by Regions
- 4.1 Global Vacuum Flask Overall Market: 2024 VS 2025 VS 2032
- 4.2 Global Vacuum Flask Revenue and Forecast Analysis (2020-2032)
- 4.2.1 Global Vacuum Flask Revenue and Market Share by Region (2020-2025)
- 4.2.2 Global Vacuum Flask Revenue Forecast by Region (2026-2032)
- 4.3 Global Vacuum Flask Sales and Forecast Analysis (2020-2032)
- 4.3.1 Global Vacuum Flask Sales and Market Share by Region (2020-2025)
- 4.3.2 Global Vacuum Flask Sales Forecast by Region (2026-2032)
- 4.4 Global Vacuum Flask Sales Price Trend Analysis (2020-2032)
- 5 Global Vacuum Flask Market Size by Type and Application
- 5.1 Global Vacuum Flask Market Size by Type
- 5.1.1 Global Vacuum Flask Revenue and Forecast Analysis by Type (2020-2032)
- 5.1.2 Global Vacuum Flask Sales and Forecast Analysis by Type (2020-2032)
- 5.2 Global Vacuum Flask Market Size by Application
- 5.2.1 Global Vacuum Flask Revenue and Forecast Analysis by Application (2020-2032)
- 5.2.2 Global Vacuum Flask Sales and Forecast Analysis by Application (2020-2032)
- 6 North America
- 6.1 North America Vacuum Flask Market Size and Growth Rate Analysis (2020-2032)
- 6.2 North America Key Manufacturers Analysis
- 6.3 North America Vacuum Flask Market Size by Type
- 6.3.1 North America Vacuum Flask Sales by Type (2020-2032)
- 6.3.2 North America Vacuum Flask Revenue by Type (2020-2032)
- 6.4 North America Vacuum Flask Market Size by Application
- 6.4.1 North America Vacuum Flask Sales by Application (2020-2032)
- 6.4.2 North America Vacuum Flask Revenue by Application (2020-2032)
- 6.5 North America Vacuum Flask Market Size by Country
- 6.5.1 US
- 6.5.2 Canada
- 7 Europe
- 7.1 Europe Vacuum Flask Market Size and Growth Rate Analysis (2020-2032)
- 7.2 Europe Key Manufacturers Analysis
- 7.3 Europe Vacuum Flask Market Size by Type
- 7.3.1 Europe Vacuum Flask Sales by Type (2020-2032)
- 7.3.2 Europe Vacuum Flask Revenue by Type (2020-2032)
- 7.4 Europe Vacuum Flask Market Size by Application
- 7.4.1 Europe Vacuum Flask Sales by Application (2020-2032)
- 7.4.2 Europe Vacuum Flask Revenue by Application (2020-2032)
- 7.5 Europe Vacuum Flask 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 Vacuum Flask Market Size and Growth Rate Analysis (2020-2032)
- 8.2 China Key Manufacturers Analysis
- 8.3 China Vacuum Flask Market Size by Type
- 8.3.1 China Vacuum Flask Sales by Type (2020-2032)
- 8.3.2 China Vacuum Flask Revenue by Type (2020-2032)
- 8.4 China Vacuum Flask Market Size by Application
- 8.4.1 China Vacuum Flask Sales by Application (2020-2032)
- 8.4.2 China Vacuum Flask Revenue by Application (2020-2032)
- 9 APAC (excl. China)
- 9.1 APAC (excl. China) Vacuum Flask Market Size and Growth Rate Analysis (2020-2032)
- 9.2 APAC (excl. China) Key Manufacturers Analysis
- 9.3 APAC (excl. China) Vacuum Flask Market Size by Type
- 9.3.1 APAC (excl. China) Vacuum Flask Sales by Type (2020-2032)
- 9.3.2 APAC (excl. China) Vacuum Flask Revenue by Type (2020-2032)
- 9.4 APAC (excl. China) Vacuum Flask Market Size by Application
- 9.4.1 APAC (excl. China) Vacuum Flask Sales by Application (2020-2032)
- 9.4.2 APAC (excl. China) Vacuum Flask Revenue by Application (2020-2032)
- 9.5 APAC (excl. China) Vacuum Flask 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 Vacuum Flask Market Size and Growth Rate Analysis (2020-2032)
- 10.2 Latin America Key Manufacturers Analysis
- 10.3 Latin America Vacuum Flask Market Size by Type
- 10.3.1 Latin America Vacuum Flask Sales by Type (2020-2032)
- 10.3.2 Latin America Vacuum Flask Revenue by Type (2020-2032)
- 10.4 Latin America Vacuum Flask Market Size by Application
- 10.4.1 Latin America Vacuum Flask Sales by Application (2020-2032)
- 10.4.2 Latin America Vacuum Flask Revenue by Application (2020-2032)
- 10.5 Latin America Vacuum Flask Market Size by Country
- 10.6 Latin America Vacuum Flask Market Size by Country
- 10.6.1 Mexico
- 10.6.2 Brazil
- 11 Middle East & Africa
- 11.1 Middle East & Africa Vacuum Flask Market Size and Growth Rate Analysis (2020-2032)
- 11.2 Middle East & Africa Key Manufacturers Analysis
- 11.3 Middle East & Africa Vacuum Flask Market Size by Type
- 11.3.1 Middle East & Africa Vacuum Flask Sales by Type (2020-2032)
- 11.3.2 Middle East & Africa Vacuum Flask Revenue by Type (2020-2032)
- 11.4 Middle East & Africa Vacuum Flask Market Size by Application
- 11.4.1 Middle East & Africa Vacuum Flask Sales by Application (2020-2032)
- 11.4.2 Middle East & Africa Vacuum Flask Revenue by Application (2020-2032)
- 11.5 Middle East Vacuum Flask Market Size by Country
- 11.5.1 Saudi Arabia
- 11.5.2 South Africa
- 12 Competition by Manufacturers
- 12.1 Global Vacuum Flask Market Sales, Revenue and Price by Key Manufacturers (2021-2025)
- 12.1.1 Global Vacuum Flask Market Sales by Key Manufacturers (2021-2025)
- 12.1.2 Global Vacuum Flask Market Revenue by Key Manufacturers (2021-2025)
- 12.1.3 Global Vacuum Flask Average Sales Price by Manufacturers (2021-2025)
- 12.2 Vacuum Flask Competitive Landscape Analysis and Market Dynamic
- 12.2.1 Vacuum Flask 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 Zojirushi
- 13.1.1 Zojirushi Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.1.2 Zojirushi Vacuum Flask Product Portfolio
- 13.1.3 Zojirushi Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.2 Shine Time
- 13.2.1 Shine Time Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.2.2 Shine Time Vacuum Flask Product Portfolio
- 13.2.3 Shine Time Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.3 Thermos
- 13.3.1 Thermos Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.3.2 Thermos Vacuum Flask Product Portfolio
- 13.3.3 Thermos Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.4 Klean Kanteen
- 13.4.1 Klean Kanteen Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.4.2 Klean Kanteen Vacuum Flask Product Portfolio
- 13.4.3 Klean Kanteen Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.5 Haers
- 13.5.1 Haers Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.5.2 Haers Vacuum Flask Product Portfolio
- 13.5.3 Haers Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.6 Sibao
- 13.6.1 Sibao Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.6.2 Sibao Vacuum Flask Product Portfolio
- 13.6.3 Sibao Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.7 Tiger
- 13.7.1 Tiger Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.7.2 Tiger Vacuum Flask Product Portfolio
- 13.7.3 Tiger Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.8 Fuguang
- 13.8.1 Fuguang Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.8.2 Fuguang Vacuum Flask Product Portfolio
- 13.8.3 Fuguang Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.9 Nanlong
- 13.9.1 Nanlong Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.9.2 Nanlong Vacuum Flask Product Portfolio
- 13.9.3 Nanlong Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.10 Hydro Flask
- 13.10.1 Hydro Flask Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.10.2 Hydro Flask Vacuum Flask Product Portfolio
- 13.10.3 Hydro Flask Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.11 Chinawaya
- 13.11.1 Chinawaya Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.11.2 Chinawaya Vacuum Flask Product Portfolio
- 13.11.3 Chinawaya Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.12 Yeti
- 13.12.1 Yeti Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.12.2 Yeti Vacuum Flask Product Portfolio
- 13.12.3 Yeti Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.13 S-well
- 13.13.1 S-well Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.13.2 S-well Vacuum Flask Product Portfolio
- 13.13.3 S-well Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.14 EMSA GmbH
- 13.14.1 EMSA GmbH Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.14.2 EMSA GmbH Vacuum Flask Product Portfolio
- 13.14.3 EMSA GmbH Vacuum Flask Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14 Industry Chain Analysis
- 14.1 Vacuum Flask Industry Chain Analysis
- 14.2 Vacuum Flask Industry Raw Material and Suppliers Analysis
- 14.2.1 Vacuum Flask Key Raw Material Supply Analysis
- 14.2.2 Raw Material Suppliers and Contact Information
- 14.3 Vacuum Flask Typical Downstream Customers
- 14.4 Vacuum Flask 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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