Global Dairy Alternatives Competitive Landscape Professional Research Report 2024

Global Dairy Alternatives Competitive Landscape Professional Research Report 2024



Research Summary

Dairy alternatives, also known as non-dairy or plant-based milk products, are beverages made from plants as substitutes for traditional dairy milk. These alternatives are suitable for individuals who are lactose intolerant, have dairy allergies, follow a vegan lifestyle, or simply prefer plant-based options. Popular dairy alternatives include soy milk, almond milk, oat milk, coconut milk, rice milk, and hemp milk. These beverages are typically fortified with vitamins and minerals, such as calcium and vitamin D, to provide nutritional benefits comparable to cow's milk. Dairy alternatives are used in various culinary applications, such as pouring over cereal, adding to coffee or tea, using in cooking and baking, and as a stand-alone drink. The growing popularity of dairy alternatives reflects an increasing demand for plant-based, sustainable, and environmentally-friendly food options.

According to DIResearch's in-depth investigation and research, the global Dairy Alternatives 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 Dairy Alternatives include Danone, Blue Diamond Growers, Oatly, Kikkoman Corporation, Califia Farms, Earth’s Own Food Company, Ezaki Glico, SunOpta, Blue Diamond Growers, Ventura Foods, Kerry Group, V V Food & Beverage, Dali Foods Group, Vitasoy, Upfield, Miyoko’s Creamery, Marusan-Ai, Ripple Foods, Naturli’ Foods, Jindilli Beverages (milkadamia), Campbell Soup Company, Nutrisoya Foods, Elmhurst Milked Direct, Panos Brands, Melt Organic, Flora 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 Dairy Alternatives. 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 Dairy Alternatives market. The report data covers historical data from 2019 to 2023, based year in 2024 and forecast data from 2025 to 2030.

The regions and countries in the report include North America, Europe, China, APAC (excl. China), Latin America and Middle East and Africa, covering the Dairy Alternatives 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 Dairy Alternatives 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 Dairy Alternatives Include:

Danone

Blue Diamond Growers

Oatly

Kikkoman Corporation

Califia Farms

Earth’s Own Food Company

Ezaki Glico

SunOpta

Blue Diamond Growers

Ventura Foods

Kerry Group

V V Food & Beverage

Dali Foods Group

Vitasoy

Upfield

Miyoko’s Creamery

Marusan-Ai

Ripple Foods

Naturli’ Foods

Jindilli Beverages (milkadamia)

Campbell Soup Company

Nutrisoya Foods

Elmhurst Milked Direct

Panos Brands

Melt Organic

Flora

Dairy Alternatives Product Segment Include:

Milk Alternatives

Butter Alternatives

Cheese Alternatives

Yogurt Alternatives

Ice Cream Alternatives

Others

Dairy Alternatives Product Application Include:

Beverages

Butter and Spreads

Desserts and Baked Goods

Others

Chapter Scope

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

Chapter 2: Global Dairy Alternatives Industry PESTEL Analysis

Chapter 3: Global Dairy Alternatives Industry Porter’s Five Forces Analysis

Chapter 4: Global Dairy Alternatives Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 5: Global Dairy Alternatives Market Size and Forecast by Type and Application Analysis

Chapter 6: North America Dairy Alternatives Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 7: Europe Dairy Alternatives Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: China Dairy Alternatives Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: APAC (Excl. China) Dairy Alternatives Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: Latin America Dairy Alternatives Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Middle East and Africa Dairy Alternatives Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Global Dairy Alternatives 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


1 Dairy Alternatives Market Overview
1.1 Product Definition and Statistical Scope
1.2 Dairy Alternatives Product by Type
1.2.1 Global Dairy Alternatives Market Size by Type, 2023 VS 2024 VS 2030
1.2.2 Milk Alternatives
1.2.3 Butter Alternatives
1.2.4 Cheese Alternatives
1.2.5 Yogurt Alternatives
1.2.6 Ice Cream Alternatives
1.2.7 Others
1.3 Dairy Alternatives Product by Application
1.3.1 Global Dairy Alternatives Market Size by Application, 2023 VS 2024 VS 2030
1.3.2 Beverages
1.3.3 Butter and Spreads
1.3.4 Desserts and Baked Goods
1.3.5 Others
1.4 Global Dairy Alternatives Market Revenue and Sales Analysis
1.4.1 Global Dairy Alternatives Market Size Analysis (2019-2030)
1.4.2 Global Dairy Alternatives Market Sales Analysis (2019-2030)
1.4.3 Global Dairy Alternatives Market Sales Price Trend Analysis (2019-2030)
1.5 Dairy Alternatives Market Development Status and Trends
1.5.1 Dairy Alternatives Industry Development Status Analysis
1.5.2 Dairy Alternatives Industry Development Trends Analysis
2 Dairy Alternatives 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 Dairy Alternatives 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 Dairy Alternatives Market Analysis by Regions
4.1 Dairy Alternatives Overall Market: 2023 VS 2024 VS 2030
4.2 Global Dairy Alternatives Revenue and Forecast Analysis (2019-2030)
4.2.1 Global Dairy Alternatives Revenue and Market Share by Region (2019-2024)
4.2.2 Global Dairy Alternatives Revenue Forecast by Region (2025-2030)
4.3 Global Dairy Alternatives Sales and Forecast Analysis (2019-2030)
4.3.1 Global Dairy Alternatives Sales and Market Share by Region (2019-2024)
4.3.2 Global Dairy Alternatives Sales Forecast by Region (2025-2030)
4.4 Global Dairy Alternatives Sales Price Trend Analysis (2019-2030)
5 Global Dairy Alternatives Market Size by Type and Application
5.1 Global Dairy Alternatives Market Size by Type
5.1.1 Global Dairy Alternatives Revenue and Forecast Analysis by Type (2019-2030)
5.1.2 Global Dairy Alternatives Sales and Forecast Analysis by Type (2019-2030)
5.2 Global Dairy Alternatives Market Size by Application
5.2.1 Global Dairy Alternatives Revenue and Forecast Analysis by Application (2019-2030)
5.2.2 Global Dairy Alternatives Sales and Forecast Analysis by Application (2019-2030)
6 North America
6.1 North America Dairy Alternatives Market Size and Growth Rate Analysis (2019-2030)
6.2 North America Key Manufacturers Analysis
6.3 North America Dairy Alternatives Market Size by Type
6.3.1 North America Dairy Alternatives Sales by Type (2019-2030)
6.3.2 North America Dairy Alternatives Revenue by Type (2019-2030)
6.4 North America Dairy Alternatives Market Size by Application
6.4.1 North America Dairy Alternatives Sales by Application (2019-2030)
6.4.2 North America Dairy Alternatives Revenue by Application (2019-2030)
6.5 North America Dairy Alternatives Market Size by Country
6.5.1 US
6.5.2 Canada
7 Europe
7.1 Europe Dairy Alternatives Market Size and Growth Rate Analysis (2019-2030)
7.2 Europe Key Manufacturers Analysis
7.3 Europe Dairy Alternatives Market Size by Type
7.3.1 Europe Dairy Alternatives Sales by Type (2019-2030)
7.3.2 Europe Dairy Alternatives Revenue by Type (2019-2030)
7.4 Europe Dairy Alternatives Market Size by Application
7.4.1 Europe Dairy Alternatives Sales by Application (2019-2030)
7.4.2  Europe Dairy Alternatives Revenue by Application (2019-2030)
7.5 Europe Dairy Alternatives 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 Dairy Alternatives Market Size and Growth Rate Analysis (2019-2030)
8.2 China Key Manufacturers Analysis
8.3 China Dairy Alternatives Market Size by Type
8.3.1 China Dairy Alternatives Sales by Type (2019-2030)
8.3.2 China Dairy Alternatives Revenue by Type (2019-2030)
8.4 China Dairy Alternatives Market Size by Application
8.4.1 China Dairy Alternatives Sales by Application (2019-2030)
8.4.2 China Dairy Alternatives Revenue by Application (2019-2030)
9 APAC (excl. China)
9.1 APAC (excl. China) Dairy Alternatives Market Size and Growth Rate Analysis (2019-2030)
9.2 APAC (excl. China) Key Manufacturers Analysis
9.3 APAC (excl. China) Dairy Alternatives Market Size by Type
9.3.1 APAC (excl. China) Dairy Alternatives Sales by Type (2019-2030)
9.3.2 APAC (excl. China) Dairy Alternatives Revenue by Type (2019-2030)
9.4 APAC (excl. China) Dairy Alternatives Market Size by Application
9.4.1 APAC (excl. China) Dairy Alternatives Sales by Application (2019-2030)
9.4.2 APAC (excl. China) Dairy Alternatives Revenue by Application (2019-2030)
9.5 APAC (excl. China) Dairy Alternatives Market Size by Country
9.5.1 Japan
9.5.2 South Korea
9.5.3 India
9.5.4 Australia
9.5.5 Indonesia
9.5.6 Vietnam
9.5.7 Malaysia
9.5.8 Thailand
10 Latin America
10.1 Latin America Dairy Alternatives Market Size and Growth Rate Analysis (2019-2030)
10.2 Latin America Key Manufacturers Analysis
10.3 Latin America Dairy Alternatives Market Size by Type
10.3.1 Latin America Dairy Alternatives Sales by Type (2019-2030)
10.3.2 Latin America Dairy Alternatives Revenue by Type (2019-2030)
10.4 Latin America Dairy Alternatives Market Size by Application
10.4.1 Latin America Dairy Alternatives Sales by Application (2019-2030)
10.4.2 Latin America Dairy Alternatives Revenue by Application (2019-2030)
10.5 Latin America Dairy Alternatives Market Size by Country
10.5.1 Mexico
10.5.2 Brazil
11 Middle East & Africa
11.1 Middle East & Africa Dairy Alternatives Market Size and Growth Rate Analysis (2019-2030)
11.2 Middle East & Africa Key Manufacturers Analysis
11.3 Middle East & Africa Dairy Alternatives Market Size by Type
11.3.1 Middle East & Africa Dairy Alternatives Sales by Type (2019-2030)
11.3.2 Middle East & Africa Dairy Alternatives Revenue by Type (2019-2030)
11.4 Middle East & Africa Dairy Alternatives Market Size by Application
11.4.1 Middle East & Africa Dairy Alternatives Sales by Application (2019-2030)
11.4.2 Middle East & Africa Dairy Alternatives Revenue by Application (2019-2030)
11.5 Middle East & Africa Dairy Alternatives Market Size by Country
11.5.1 Saudi Arabia
11.5.2 South Africa
12 Competition by Manufacturers
12.1 Global Dairy Alternatives Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
12.1.1 Global Dairy Alternatives Market Sales by Key Manufacturers (2020-2024)
12.1.2 Global Dairy Alternatives Market Revenue by Key Manufacturers (2020-2024)
12.1.3 Global Dairy Alternatives Average Sales Price by Manufacturers (2020-2024)
12.2 Dairy Alternatives Competitive Landscape Analysis and Market Dynamic
12.2.1 Dairy Alternatives 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 Danone
13.1.1 Danone Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.1.2 Danone Dairy Alternatives Product Portfolio
13.1.3 Danone Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.2 Blue Diamond Growers
13.2.1 Blue Diamond Growers Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.2.2 Blue Diamond Growers Dairy Alternatives Product Portfolio
13.2.3 Blue Diamond Growers Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.3 Oatly
13.3.1 Oatly Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.3.2 Oatly Dairy Alternatives Product Portfolio
13.3.3 Oatly Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.4 Kikkoman Corporation
13.4.1 Kikkoman Corporation Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.4.2 Kikkoman Corporation Dairy Alternatives Product Portfolio
13.4.3 Kikkoman Corporation Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.5 Califia Farms
13.5.1 Califia Farms Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.5.2 Califia Farms Dairy Alternatives Product Portfolio
13.5.3 Califia Farms Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.6 Earth’s Own Food Company
13.6.1 Earth’s Own Food Company Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.6.2 Earth’s Own Food Company Dairy Alternatives Product Portfolio
13.6.3 Earth’s Own Food Company Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.7 Ezaki Glico
13.7.1 Ezaki Glico Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.7.2 Ezaki Glico Dairy Alternatives Product Portfolio
13.7.3 Ezaki Glico Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.8 SunOpta
13.8.1 SunOpta Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.8.2 SunOpta Dairy Alternatives Product Portfolio
13.8.3 SunOpta Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.9 Blue Diamond Growers
13.9.1 Blue Diamond Growers Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.9.2 Blue Diamond Growers Dairy Alternatives Product Portfolio
13.9.3 Blue Diamond Growers Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.10 Ventura Foods
13.10.1 Ventura Foods Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.10.2 Ventura Foods Dairy Alternatives Product Portfolio
13.10.3 Ventura Foods Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.11 Kerry Group
13.11.1 Kerry Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.11.2 Kerry Group Dairy Alternatives Product Portfolio
13.11.3 Kerry Group Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.12 V V Food & Beverage
13.12.1 V V Food & Beverage Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.12.2 V V Food & Beverage Dairy Alternatives Product Portfolio
13.12.3 V V Food & Beverage Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.13 Dali Foods Group
13.13.1 Dali Foods Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.13.2 Dali Foods Group Dairy Alternatives Product Portfolio
13.13.3 Dali Foods Group Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.14 Vitasoy
13.14.1 Vitasoy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.14.2 Vitasoy Dairy Alternatives Product Portfolio
13.14.3 Vitasoy Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.15 Upfield
13.15.1 Upfield Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.15.2 Upfield Dairy Alternatives Product Portfolio
13.15.3 Upfield Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.16 Miyoko’s Creamery
13.16.1 Miyoko’s Creamery Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.16.2 Miyoko’s Creamery Dairy Alternatives Product Portfolio
13.16.3 Miyoko’s Creamery Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.17 Marusan-Ai
13.17.1 Marusan-Ai Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.17.2 Marusan-Ai Dairy Alternatives Product Portfolio
13.17.3 Marusan-Ai Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.18 Ripple Foods
13.18.1 Ripple Foods Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.18.2 Ripple Foods Dairy Alternatives Product Portfolio
13.18.3 Ripple Foods Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.19 Naturli’ Foods
13.19.1 Naturli’ Foods Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.19.2 Naturli’ Foods Dairy Alternatives Product Portfolio
13.19.3 Naturli’ Foods Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.20 Jindilli Beverages (milkadamia)
13.20.1 Jindilli Beverages (milkadamia) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.20.2 Jindilli Beverages (milkadamia) Dairy Alternatives Product Portfolio
13.20.3 Jindilli Beverages (milkadamia) Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.21 Campbell Soup Company
13.21.1 Campbell Soup Company Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.21.2 Campbell Soup Company Dairy Alternatives Product Portfolio
13.21.3 Campbell Soup Company Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.22 Nutrisoya Foods
13.22.1 Nutrisoya Foods Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.22.2 Nutrisoya Foods Dairy Alternatives Product Portfolio
13.22.3 Nutrisoya Foods Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.23 Elmhurst Milked Direct
13.23.1 Elmhurst Milked Direct Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.23.2 Elmhurst Milked Direct Dairy Alternatives Product Portfolio
13.23.3 Elmhurst Milked Direct Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.24 Panos Brands
13.24.1 Panos Brands Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.24.2 Panos Brands Dairy Alternatives Product Portfolio
13.24.3 Panos Brands Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.25 Melt Organic
13.25.1 Melt Organic Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.25.2 Melt Organic Dairy Alternatives Product Portfolio
13.25.3 Melt Organic Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
13.26 Flora
13.26.1 Flora Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.26.2 Flora Dairy Alternatives Product Portfolio
13.26.3 Flora Dairy Alternatives Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14 Industry Chain Analysis
14.1 Dairy Alternatives Industry Chain Analysis
14.2 Dairy Alternatives Industry Upstream Supply Analysis
14.2.1 Upstream Key Raw Material Supply Analysis
14.2.2 Raw Material Suppliers and Contact Information
14.3 Dairy Alternatives Typical Downstream Customers
14.4 Dairy Alternatives 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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