Global Citronella Oil Market Research Report, Competitive, Technology and Forecast Analysis 2025-2032
Description
Market Overview
According to DIResearch"s in-depth investigation and research, the global Citronella Oil market size will reach 142.52 Million USD in 2025 and is projected to reach 213.31 Million USD by 2032, with a CAGR of 5.93% (2025-2032). Notably, the China Citronella Oil market has changed rapidly in the past few years. By 2025, China"s market size is expected to be Million USD, representing approximately % of the global market share.
Research Summary
Citronella oil is a natural essential oil derived from the leaves and stems of certain species of citronella grass, primarily Cymbopogon nardus and Cymbopogon winterianus. It is well-known for its strong and distinct citrus-like aroma, which acts as a natural insect repellent. Due to its potent scent, citronella oil is commonly used to deter mosquitoes, flies, and other flying insects, making it a popular choice for outdoor candles, lotions, and sprays. In addition to its insect-repellent properties, citronella oil is also utilized in aromatherapy for its uplifting and refreshing fragrance, believed to have mood-enhancing benefits. When used topically or in diluted form, citronella oil can also provide a soothing and cooling effect on the skin. However, it is essential to use citronella oil with caution and follow proper dilution guidelines, as it can cause skin irritation in some individuals. Overall, citronella oil is a versatile and natural solution for keeping pesky insects at bay while offering pleasant and refreshing aromatherapy benefits.
The major global manufacturers of Citronella Oil include Anhui Great Nation Essential Oils, Jiangxi Hengcheng Natural Flavor Oil, Nanchang Yang Pu Natural Essence & Spice Co., EOAS, Van Aroma, Yunnan Aroma Source, Yunnan Tian Lake Essential Oil Company Ltd, Karimun Kencana Aromatics, Manohar Botanical Extracts Pvt. Ltd, Reho Natural Ingredients, VIETNAM ESSENTIAL OIL, The Essential Oil Company, Phoenix Herb Company, Kanta Group, Bhoomi, Aromatic & Allied Chemicals, Jiangxi Kang Shengtang Pharmaceutical, 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 Citronella Oil. 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 Citronella Oil 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 US, Germany, Japan, China, France, UK, South Korea, Canada, Italy, Russia, Mexico, Brazil, India, Vietnam, Thailand, South Africa and other regions, covering the Citronella Oil 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 Citronella Oil 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 Citronella Oil Include:
Anhui Great Nation Essential Oils
Jiangxi Hengcheng Natural Flavor Oil
Nanchang Yang Pu Natural Essence & Spice Co.
EOAS
Van Aroma
Yunnan Aroma Source
Yunnan Tian Lake Essential Oil Company Ltd
Karimun Kencana Aromatics
Manohar Botanical Extracts Pvt. Ltd
Reho Natural Ingredients
VIETNAM ESSENTIAL OIL
The Essential Oil Company
Phoenix Herb Company
Kanta Group
Bhoomi
Aromatic & Allied Chemicals
Jiangxi Kang Shengtang Pharmaceutical
Citronella Oil Product Segment Include:
Ceylon Citronella Oil
Java Citronella Oil
Citronella Oil Product Application Include:
Food & Drink
Daily Chemical Product
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trend
Chapter 2: Global Citronella Oil Capacity and Production Analysis
Chapter 3: Global Citronella Oil Industry PESTEL Analysis
Chapter 4: Global Citronella Oil Industry Porter's Five Forces Analysis
Chapter 5: Global Citronella Oil Major Regional Market Size (Sales, Revenue, Price) and Forecast Analysis
Chapter 6: Global Citronella Oil Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 7: Global Citronella Oil Sales, Revenue, Price and Forecast by Product Type
Chapter 8: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 9: Industrial Chain Analysis, Citronella Oil Different Application Market Analysis (Sales and Revenue), Sales Channel Analysis
Chapter 10: Research Findings and Conclusion
Chapter 11: Methodology and Data Sources
According to DIResearch"s in-depth investigation and research, the global Citronella Oil market size will reach 142.52 Million USD in 2025 and is projected to reach 213.31 Million USD by 2032, with a CAGR of 5.93% (2025-2032). Notably, the China Citronella Oil market has changed rapidly in the past few years. By 2025, China"s market size is expected to be Million USD, representing approximately % of the global market share.
Research Summary
Citronella oil is a natural essential oil derived from the leaves and stems of certain species of citronella grass, primarily Cymbopogon nardus and Cymbopogon winterianus. It is well-known for its strong and distinct citrus-like aroma, which acts as a natural insect repellent. Due to its potent scent, citronella oil is commonly used to deter mosquitoes, flies, and other flying insects, making it a popular choice for outdoor candles, lotions, and sprays. In addition to its insect-repellent properties, citronella oil is also utilized in aromatherapy for its uplifting and refreshing fragrance, believed to have mood-enhancing benefits. When used topically or in diluted form, citronella oil can also provide a soothing and cooling effect on the skin. However, it is essential to use citronella oil with caution and follow proper dilution guidelines, as it can cause skin irritation in some individuals. Overall, citronella oil is a versatile and natural solution for keeping pesky insects at bay while offering pleasant and refreshing aromatherapy benefits.
The major global manufacturers of Citronella Oil include Anhui Great Nation Essential Oils, Jiangxi Hengcheng Natural Flavor Oil, Nanchang Yang Pu Natural Essence & Spice Co., EOAS, Van Aroma, Yunnan Aroma Source, Yunnan Tian Lake Essential Oil Company Ltd, Karimun Kencana Aromatics, Manohar Botanical Extracts Pvt. Ltd, Reho Natural Ingredients, VIETNAM ESSENTIAL OIL, The Essential Oil Company, Phoenix Herb Company, Kanta Group, Bhoomi, Aromatic & Allied Chemicals, Jiangxi Kang Shengtang Pharmaceutical, 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 Citronella Oil. 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 Citronella Oil 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 US, Germany, Japan, China, France, UK, South Korea, Canada, Italy, Russia, Mexico, Brazil, India, Vietnam, Thailand, South Africa and other regions, covering the Citronella Oil 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 Citronella Oil 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 Citronella Oil Include:
Anhui Great Nation Essential Oils
Jiangxi Hengcheng Natural Flavor Oil
Nanchang Yang Pu Natural Essence & Spice Co.
EOAS
Van Aroma
Yunnan Aroma Source
Yunnan Tian Lake Essential Oil Company Ltd
Karimun Kencana Aromatics
Manohar Botanical Extracts Pvt. Ltd
Reho Natural Ingredients
VIETNAM ESSENTIAL OIL
The Essential Oil Company
Phoenix Herb Company
Kanta Group
Bhoomi
Aromatic & Allied Chemicals
Jiangxi Kang Shengtang Pharmaceutical
Citronella Oil Product Segment Include:
Ceylon Citronella Oil
Java Citronella Oil
Citronella Oil Product Application Include:
Food & Drink
Daily Chemical Product
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trend
Chapter 2: Global Citronella Oil Capacity and Production Analysis
Chapter 3: Global Citronella Oil Industry PESTEL Analysis
Chapter 4: Global Citronella Oil Industry Porter's Five Forces Analysis
Chapter 5: Global Citronella Oil Major Regional Market Size (Sales, Revenue, Price) and Forecast Analysis
Chapter 6: Global Citronella Oil Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)
Chapter 7: Global Citronella Oil Sales, Revenue, Price and Forecast by Product Type
Chapter 8: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)
Chapter 9: Industrial Chain Analysis, Citronella Oil Different Application Market Analysis (Sales and Revenue), Sales Channel Analysis
Chapter 10: Research Findings and Conclusion
Chapter 11: Methodology and Data Sources
Table of Contents
165 Pages
- 1 Citronella Oil Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Citronella Oil Product by Type
- 1.2.1 Ceylon Citronella Oil
- 1.2.2 Java Citronella Oil
- 1.3 Citronella Oil Product by Application
- 1.3.1 Food & Drink
- 1.3.2 Daily Chemical Product
- 1.3.3 Others
- 1.4 Global Citronella Oil Market Revenue and Sales Analysis
- 1.4.1 Global Citronella Oil Revenue Market Size Analysis (2020-2032)
- 1.4.2 Global Citronella Oil Sales Market Sales Analysis (2020-2032)
- 1.4.3 Global Citronella Oil Market Sales Price Trend Analysis (2020-2032)
- 1.5 Citronella Oil Market Development Status and Trends
- 1.5.1 Citronella Oil Industry Development Status Analysis
- 1.5.2 Citronella Oil Industry Development Trends Analysis
- 2 Global Citronella Oil Capacity and Production Analysis
- 2.1 Global Citronella Oil Capacity, Production and Utilization (2020-2032)
- 2.2 Global Citronella Oil Production Growth Trend by Region: 2024 VS 2025 VS 2032
- 2.3 Global Citronella Oil Production by Region
- 2.3.1 Global Citronella Oil Production by Region (2020-2025)
- 2.3.2 Global Citronella Oil Production Forecast by Region (2026-2032)
- 2.3.3 Global Citronella Oil Production Market Share by Region (2020-2032)
- 3 Citronella Oil Market PESTEL Analysis
- 3.1 Political Factors Analysis
- 3.2 Economic Factors Analysis
- 3.3 Social Factors Analysis
- 3.4 Technological Factors Analysis
- 3.5 Environmental Factors Analysis
- 3.6 Legal Factors Analysis
- 4 Citronella Oil Market Porter's Five Forces Analysis
- 4.1 Competitive Rivalry
- 4.2 Threat of New Entrants
- 4.3 Bargaining Power of Suppliers
- 4.4 Bargaining Power of Buyers
- 4.5 Threat of Substitutes
- 5 Global Citronella Oil Market Analysis by Country
- 5.1 Global Citronella Oil Market Size Analysis by Country: 2024 VS 2025 VS 2032
- 5.1.1 Global Citronella Oil Revenue and Market Share by Country (2020-2025)
- 5.1.2 Global Citronella Oil Revenue and Market Share Forecast by Country (2026-2032)
- 5.2 Global Citronella Oil Sales Analysis by Country: 2024 VS 2025 VS 2032
- 5.2.1 Global Citronella Oil Sales and Market Share by Country (2020-2025)
- 5.2.2 Global Citronella Oil Sales and Market Share Forecast by Country (2026-2032)
- 5.3 United States Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.4 Germany Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.5 Japan Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.6 China Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.7 France Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.8 U.K. Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.9 South Korea Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.10 Canada Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.11 Italy Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.12 Russia Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.13 Mexico Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.14 Brazil Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.15 India Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.16 Vietnam Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.17 Thailand Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 5.18 South Africa Citronella Oil Market Sales, Revenue and Growth Rate (2020-2032)
- 6 Competition by Manufacturers
- 6.1 Global Citronella Oil Market Sales, Revenue and Sales Price by Key Manufacturers (2021-2025)
- 6.1.1 Global Citronella Oil Market Sales by Key Manufacturers (2021-2025)
- 6.1.2 Global Citronella Oil Market Revenue by Key Manufacturers (2021-2025)
- 6.1.3 Global Citronella Oil Average Sales Price by Manufacturers (2021-2025)
- 6.2 Citronella Oil Competitive Landscape Analysis and Market Dynamic
- 6.2.1 Citronella Oil Competitive Landscape Analysis
- 6.2.2 Global Key Manufacturers Headquarter and Key Area Sales
- 6.2.3 Market Dynamic
- 7 Citronella Oil Market Analysis by Type
- 7.1 Global Citronella Oil Market Revenue Analysis by Type
- 7.1.1 Global Citronella Oil Market Size Analysis by Type: 2024 & 2025 & 2032
- 7.1.2 Global Citronella Oil Revenue and Forecast Analysis by Type (2020-2032)
- 7.2 Global Citronella Oil Market Sales and Forecast Analysis by Type (2020-2032)
- 7.3 Global Citronella Oil Sales Price Trend Analysis by Type (2020-2032)
- 8 Key Companies Analysis
- 8.1 Anhui Great Nation Essential Oils
- 8.1.1 Anhui Great Nation Essential Oils Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.1.2 Anhui Great Nation Essential Oils Citronella Oil Product Portfolio
- 8.1.3 Anhui Great Nation Essential Oils Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.2 Jiangxi Hengcheng Natural Flavor Oil
- 8.2.1 Jiangxi Hengcheng Natural Flavor Oil Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.2.2 Jiangxi Hengcheng Natural Flavor Oil Citronella Oil Product Portfolio
- 8.2.3 Jiangxi Hengcheng Natural Flavor Oil Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.3 Nanchang Yang Pu Natural Essence & Spice Co.
- 8.3.1 Nanchang Yang Pu Natural Essence & Spice Co. Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.3.2 Nanchang Yang Pu Natural Essence & Spice Co. Citronella Oil Product Portfolio
- 8.3.3 Nanchang Yang Pu Natural Essence & Spice Co. Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.4 EOAS
- 8.4.1 EOAS Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.4.2 EOAS Citronella Oil Product Portfolio
- 8.4.3 EOAS Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.5 Van Aroma
- 8.5.1 Van Aroma Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.5.2 Van Aroma Citronella Oil Product Portfolio
- 8.5.3 Van Aroma Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.6 Yunnan Aroma Source
- 8.6.1 Yunnan Aroma Source Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.6.2 Yunnan Aroma Source Citronella Oil Product Portfolio
- 8.6.3 Yunnan Aroma Source Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.7 Yunnan Tian Lake Essential Oil Company Ltd
- 8.7.1 Yunnan Tian Lake Essential Oil Company Ltd Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.7.2 Yunnan Tian Lake Essential Oil Company Ltd Citronella Oil Product Portfolio
- 8.7.3 Yunnan Tian Lake Essential Oil Company Ltd Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.8 Karimun Kencana Aromatics
- 8.8.1 Karimun Kencana Aromatics Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.8.2 Karimun Kencana Aromatics Citronella Oil Product Portfolio
- 8.8.3 Karimun Kencana Aromatics Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.9 Manohar Botanical Extracts Pvt. Ltd
- 8.9.1 Manohar Botanical Extracts Pvt. Ltd Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.9.2 Manohar Botanical Extracts Pvt. Ltd Citronella Oil Product Portfolio
- 8.9.3 Manohar Botanical Extracts Pvt. Ltd Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.10 Reho Natural Ingredients
- 8.10.1 Reho Natural Ingredients Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.10.2 Reho Natural Ingredients Citronella Oil Product Portfolio
- 8.10.3 Reho Natural Ingredients Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.11 VIETNAM ESSENTIAL OIL
- 8.11.1 VIETNAM ESSENTIAL OIL Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.11.2 VIETNAM ESSENTIAL OIL Citronella Oil Product Portfolio
- 8.11.3 VIETNAM ESSENTIAL OIL Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.12 The Essential Oil Company
- 8.12.1 The Essential Oil Company Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.12.2 The Essential Oil Company Citronella Oil Product Portfolio
- 8.12.3 The Essential Oil Company Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.13 Phoenix Herb Company
- 8.13.1 Phoenix Herb Company Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.13.2 Phoenix Herb Company Citronella Oil Product Portfolio
- 8.13.3 Phoenix Herb Company Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.14 Kanta Group
- 8.14.1 Kanta Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.14.2 Kanta Group Citronella Oil Product Portfolio
- 8.14.3 Kanta Group Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.15 Bhoomi
- 8.15.1 Bhoomi Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.15.2 Bhoomi Citronella Oil Product Portfolio
- 8.15.3 Bhoomi Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.16 Aromatic & Allied Chemicals
- 8.16.1 Aromatic & Allied Chemicals Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.16.2 Aromatic & Allied Chemicals Citronella Oil Product Portfolio
- 8.16.3 Aromatic & Allied Chemicals Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 8.17 Jiangxi Kang Shengtang Pharmaceutical
- 8.17.1 Jiangxi Kang Shengtang Pharmaceutical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 8.17.2 Jiangxi Kang Shengtang Pharmaceutical Citronella Oil Product Portfolio
- 8.17.3 Jiangxi Kang Shengtang Pharmaceutical Citronella Oil Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 9 Industry Chain Analysis
- 9.1 Citronella Oil Industry Chain Analysis
- 9.2 Citronella Oil Industry Upstream Supply Analysis
- 9.2.1 Upstream Key Raw Material Supply Analysis
- 9.2.2 Raw Material Suppliers and Contact Information
- 9.3 Citronella Oil Product Downstream Application Analysis
- 9.3.1 Global Citronella Oil Revenue Market Size by Application: 2024 VS 2025 VS 2032
- 9.3.2 Global Citronella Oil Revenue and Forecast Analysis by Application (2020-2032)
- 9.3.3 Global Citronella Oil Sales and Forecast Analysis by Application (2020-2032)
- 9.4 Citronella Oil Typical Downstream Customers
- 9.5 Citronella Oil Sales Channel Analysis
- 10 Research Findings and Conclusion
- 11 Methodology and Data Source
- 11.1 Methodology/Research Approach
- 11.2 Research Scope
- 11.3 Benchmarks and Assumptions
- 11.4 Date Source
- 11.4.1 Primary Sources
- 11.4.2 Secondary Sources
- 11.5 Data Cross Validation
- 11.6 Disclaimer
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