Global Herbal Extracts Competitive Landscape Professional Research Report 2025
Description
Research Summary
Herbal extracts are concentrated solutions derived from plant materials, including leaves, roots, flowers, seeds, or bark, using solvents like water, alcohol, or other suitable mediums. The extraction process involves separating the active compounds and essential constituents from the plant matter, resulting in a potent and concentrated form of the plant＇s therapeutic or aromatic properties. Herbal extracts have been utilized for centuries in traditional medicine systems worldwide for their potential health benefits. These extracts can be found in various forms, including tinctures, oils, capsules, or powders, and they are often used in herbal medicine, dietary supplements, cosmetics, and aromatherapy. The choice of solvent and extraction method influences the composition and effectiveness of the herbal extract. Modern research continues to explore the bioactive compounds in herbal extracts and their potential applications in health and wellness.
According to DIResearch's in-depth investigation and research, the global Herbal Extracts 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 Herbal Extracts include Martin Bauer, Indena, Euromed, Naturex, Bio-Botanica, Sabinsa, Maypro, Pharmchem (Avocal Inc.), Natural, Xi’an Shengtian 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 Herbal Extracts. 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 Herbal Extracts 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 Herbal Extracts 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 Herbal Extracts 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 Herbal Extracts Include:
Martin Bauer
Indena
Euromed
Naturex
Bio-Botanica
Sabinsa
Maypro
Pharmchem (Avocal Inc.)
Natural
Xi’an Shengtian
Herbal Extracts Product Segment Include:
Garlic
Basil
Soy
Marigold
Aloe Vera
Licorice
Reishi
Others
Herbal Extracts Product Application Include:
Nutrition
Food and Beverage
Pharmaceutical Industry
Personal Care/Cosmetic
Flavor
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Herbal Extracts Industry PESTEL Analysis
Chapter 3: Global Herbal Extracts Industry Porter’s Five Forces Analysis
Chapter 4: Global Herbal Extracts Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Herbal Extracts Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Herbal Extracts 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
Herbal extracts are concentrated solutions derived from plant materials, including leaves, roots, flowers, seeds, or bark, using solvents like water, alcohol, or other suitable mediums. The extraction process involves separating the active compounds and essential constituents from the plant matter, resulting in a potent and concentrated form of the plant＇s therapeutic or aromatic properties. Herbal extracts have been utilized for centuries in traditional medicine systems worldwide for their potential health benefits. These extracts can be found in various forms, including tinctures, oils, capsules, or powders, and they are often used in herbal medicine, dietary supplements, cosmetics, and aromatherapy. The choice of solvent and extraction method influences the composition and effectiveness of the herbal extract. Modern research continues to explore the bioactive compounds in herbal extracts and their potential applications in health and wellness.
According to DIResearch's in-depth investigation and research, the global Herbal Extracts 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 Herbal Extracts include Martin Bauer, Indena, Euromed, Naturex, Bio-Botanica, Sabinsa, Maypro, Pharmchem (Avocal Inc.), Natural, Xi’an Shengtian 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 Herbal Extracts. 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 Herbal Extracts 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 Herbal Extracts 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 Herbal Extracts 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 Herbal Extracts Include:
Martin Bauer
Indena
Euromed
Naturex
Bio-Botanica
Sabinsa
Maypro
Pharmchem (Avocal Inc.)
Natural
Xi’an Shengtian
Herbal Extracts Product Segment Include:
Garlic
Basil
Soy
Marigold
Aloe Vera
Licorice
Reishi
Others
Herbal Extracts Product Application Include:
Nutrition
Food and Beverage
Pharmaceutical Industry
Personal Care/Cosmetic
Flavor
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Herbal Extracts Industry PESTEL Analysis
Chapter 3: Global Herbal Extracts Industry Porter’s Five Forces Analysis
Chapter 4: Global Herbal Extracts Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 5: Global Herbal Extracts Market Size and Forecast by Type and Application Analysis
Chapter 6: North America Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 7: Europe Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: China Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: APAC (Excl. China) Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: Latin America Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Middle East and Africa Herbal Extracts Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Global Herbal Extracts 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 Gummy Vitamin Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Gummy Vitamin Product by Type
- 1.2.1 Multi Vitamin
- 1.2.2 Single Vitamin
- 1.3 Gummy Vitamin Product by Application
- 1.3.1 For Children
- 1.3.2 For Adult
- 1.4 Global Gummy Vitamin Market Revenue and Sales Analysis
- 1.4.1 Global Gummy Vitamin Market Size Analysis (2020-2032)
- 1.4.2 Global Gummy Vitamin Market Sales Analysis (2020-2032)
- 1.4.3 Global Gummy Vitamin Market Sales Price Trend Analysis (2020-2032)
- 1.5 Gummy Vitamin Industry Trends and Innovation
- 1.5.1 Gummy Vitamin Industry Trends and Innovation
- 1.5.2 Gummy Vitamin Market Drivers and Challenges
- 2 Gummy Vitamin 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 Gummy Vitamin 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 Gummy Vitamin Market Analysis by Regions
- 4.1 Global Gummy Vitamin Overall Market: 2024 VS 2025 VS 2032
- 4.2 Global Gummy Vitamin Revenue and Forecast Analysis (2020-2032)
- 4.2.1 Global Gummy Vitamin Revenue and Market Share by Region (2020-2025)
- 4.2.2 Global Gummy Vitamin Revenue Forecast by Region (2026-2032)
- 4.3 Global Gummy Vitamin Sales and Forecast Analysis (2020-2032)
- 4.3.1 Global Gummy Vitamin Sales and Market Share by Region (2020-2025)
- 4.3.2 Global Gummy Vitamin Sales Forecast by Region (2026-2032)
- 4.4 Global Gummy Vitamin Sales Price Trend Analysis (2020-2032)
- 5 Global Gummy Vitamin Market Size by Type and Application
- 5.1 Global Gummy Vitamin Market Size by Type
- 5.1.1 Global Gummy Vitamin Revenue and Forecast Analysis by Type (2020-2032)
- 5.1.2 Global Gummy Vitamin Sales and Forecast Analysis by Type (2020-2032)
- 5.2 Global Gummy Vitamin Market Size by Application
- 5.2.1 Global Gummy Vitamin Revenue and Forecast Analysis by Application (2020-2032)
- 5.2.2 Global Gummy Vitamin Sales and Forecast Analysis by Application (2020-2032)
- 6 North America
- 6.1 North America Gummy Vitamin Market Size and Growth Rate Analysis (2020-2032)
- 6.2 North America Key Manufacturers Analysis
- 6.3 North America Gummy Vitamin Market Size by Type
- 6.3.1 North America Gummy Vitamin Sales by Type (2020-2032)
- 6.3.2 North America Gummy Vitamin Revenue by Type (2020-2032)
- 6.4 North America Gummy Vitamin Market Size by Application
- 6.4.1 North America Gummy Vitamin Sales by Application (2020-2032)
- 6.4.2 North America Gummy Vitamin Revenue by Application (2020-2032)
- 6.5 North America Gummy Vitamin Market Size by Country
- 6.5.1 US
- 6.5.2 Canada
- 7 Europe
- 7.1 Europe Gummy Vitamin Market Size and Growth Rate Analysis (2020-2032)
- 7.2 Europe Key Manufacturers Analysis
- 7.3 Europe Gummy Vitamin Market Size by Type
- 7.3.1 Europe Gummy Vitamin Sales by Type (2020-2032)
- 7.3.2 Europe Gummy Vitamin Revenue by Type (2020-2032)
- 7.4 Europe Gummy Vitamin Market Size by Application
- 7.4.1 Europe Gummy Vitamin Sales by Application (2020-2032)
- 7.4.2 Europe Gummy Vitamin Revenue by Application (2020-2032)
- 7.5 Europe Gummy Vitamin 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 Gummy Vitamin Market Size and Growth Rate Analysis (2020-2032)
- 8.2 China Key Manufacturers Analysis
- 8.3 China Gummy Vitamin Market Size by Type
- 8.3.1 China Gummy Vitamin Sales by Type (2020-2032)
- 8.3.2 China Gummy Vitamin Revenue by Type (2020-2032)
- 8.4 China Gummy Vitamin Market Size by Application
- 8.4.1 China Gummy Vitamin Sales by Application (2020-2032)
- 8.4.2 China Gummy Vitamin Revenue by Application (2020-2032)
- 9 APAC (excl. China)
- 9.1 APAC (excl. China) Gummy Vitamin Market Size and Growth Rate Analysis (2020-2032)
- 9.2 APAC (excl. China) Key Manufacturers Analysis
- 9.3 APAC (excl. China) Gummy Vitamin Market Size by Type
- 9.3.1 APAC (excl. China) Gummy Vitamin Sales by Type (2020-2032)
- 9.3.2 APAC (excl. China) Gummy Vitamin Revenue by Type (2020-2032)
- 9.4 APAC (excl. China) Gummy Vitamin Market Size by Application
- 9.4.1 APAC (excl. China) Gummy Vitamin Sales by Application (2020-2032)
- 9.4.2 APAC (excl. China) Gummy Vitamin Revenue by Application (2020-2032)
- 9.5 APAC (excl. China) Gummy Vitamin 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 Gummy Vitamin Market Size and Growth Rate Analysis (2020-2032)
- 10.2 Latin America Key Manufacturers Analysis
- 10.3 Latin America Gummy Vitamin Market Size by Type
- 10.3.1 Latin America Gummy Vitamin Sales by Type (2020-2032)
- 10.3.2 Latin America Gummy Vitamin Revenue by Type (2020-2032)
- 10.4 Latin America Gummy Vitamin Market Size by Application
- 10.4.1 Latin America Gummy Vitamin Sales by Application (2020-2032)
- 10.4.2 Latin America Gummy Vitamin Revenue by Application (2020-2032)
- 10.5 Latin America Gummy Vitamin Market Size by Country
- 10.6 Latin America Gummy Vitamin Market Size by Country
- 10.6.1 Mexico
- 10.6.2 Brazil
- 11 Middle East & Africa
- 11.1 Middle East & Africa Gummy Vitamin Market Size and Growth Rate Analysis (2020-2032)
- 11.2 Middle East & Africa Key Manufacturers Analysis
- 11.3 Middle East & Africa Gummy Vitamin Market Size by Type
- 11.3.1 Middle East & Africa Gummy Vitamin Sales by Type (2020-2032)
- 11.3.2 Middle East & Africa Gummy Vitamin Revenue by Type (2020-2032)
- 11.4 Middle East & Africa Gummy Vitamin Market Size by Application
- 11.4.1 Middle East & Africa Gummy Vitamin Sales by Application (2020-2032)
- 11.4.2 Middle East & Africa Gummy Vitamin Revenue by Application (2020-2032)
- 11.5 Middle East Gummy Vitamin Market Size by Country
- 11.5.1 Saudi Arabia
- 11.5.2 South Africa
- 12 Competition by Manufacturers
- 12.1 Global Gummy Vitamin Market Sales, Revenue and Price by Key Manufacturers (2021-2025)
- 12.1.1 Global Gummy Vitamin Market Sales by Key Manufacturers (2021-2025)
- 12.1.2 Global Gummy Vitamin Market Revenue by Key Manufacturers (2021-2025)
- 12.1.3 Global Gummy Vitamin Average Sales Price by Manufacturers (2021-2025)
- 12.2 Gummy Vitamin Competitive Landscape Analysis and Market Dynamic
- 12.2.1 Gummy Vitamin 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 Gummy Vitamins
- 13.1.1 Gummy Vitamins Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.1.2 Gummy Vitamins Gummy Vitamin Product Portfolio
- 13.1.3 Gummy Vitamins Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.2 Bayer
- 13.2.1 Bayer Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.2.2 Bayer Gummy Vitamin Product Portfolio
- 13.2.3 Bayer Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.3 Church & Dwight Co
- 13.3.1 Church & Dwight Co Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.3.2 Church & Dwight Co Gummy Vitamin Product Portfolio
- 13.3.3 Church & Dwight Co Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.4 Pharmavite
- 13.4.1 Pharmavite Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.4.2 Pharmavite Gummy Vitamin Product Portfolio
- 13.4.3 Pharmavite Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.5 Nature’s Way
- 13.5.1 Nature’s Way Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.5.2 Nature’s Way Gummy Vitamin Product Portfolio
- 13.5.3 Nature’s Way Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.6 Smarty Pants Vitamins
- 13.6.1 Smarty Pants Vitamins Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.6.2 Smarty Pants Vitamins Gummy Vitamin Product Portfolio
- 13.6.3 Smarty Pants Vitamins Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.7 Nature’s Bounty, Inc
- 13.7.1 Nature’s Bounty, Inc Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.7.2 Nature’s Bounty, Inc Gummy Vitamin Product Portfolio
- 13.7.3 Nature’s Bounty, Inc Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.8 Hero Nutritionals
- 13.8.1 Hero Nutritionals Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.8.2 Hero Nutritionals Gummy Vitamin Product Portfolio
- 13.8.3 Hero Nutritionals Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.9 Life Science Nutritionals
- 13.9.1 Life Science Nutritionals Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.9.2 Life Science Nutritionals Gummy Vitamin Product Portfolio
- 13.9.3 Life Science Nutritionals Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.10 Rainbow Light
- 13.10.1 Rainbow Light Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.10.2 Rainbow Light Gummy Vitamin Product Portfolio
- 13.10.3 Rainbow Light Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.11 Herbaland
- 13.11.1 Herbaland Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.11.2 Herbaland Gummy Vitamin Product Portfolio
- 13.11.3 Herbaland Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 13.12 Olly Nutrition
- 13.12.1 Olly Nutrition Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 13.12.2 Olly Nutrition Gummy Vitamin Product Portfolio
- 13.12.3 Olly Nutrition Gummy Vitamin Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14 Industry Chain Analysis
- 14.1 Gummy Vitamin Industry Chain Analysis
- 14.2 Gummy Vitamin Industry Raw Material and Suppliers Analysis
- 14.2.1 Gummy Vitamin Key Raw Material Supply Analysis
- 14.2.2 Raw Material Suppliers and Contact Information
- 14.3 Gummy Vitamin Typical Downstream Customers
- 14.4 Gummy Vitamin 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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