Global Dimethylformamide (DMF) Competitive Landscape Professional Research Report 2024

Global Dimethylformamide (DMF) Competitive Landscape Professional Research Report 2024



Research Summary

Dimethylformamide (DMF) is an organic solvent with the chemical formula (CH3)2NC(O)H. It is a colorless, water-soluble liquid known for its strong solvating properties and high boiling point. DMF is widely used as a versatile solvent in chemical reactions, particularly in the synthesis of pharmaceuticals, agrochemicals, and polymers. Its ability to dissolve a wide range of organic and inorganic substances, coupled with its stability at elevated temperatures, makes it valuable in applications such as polymer processing, catalyst preparation, and chemical transformations. DMF's use extends beyond its role as a solvent; it is also utilized as a reagent in various reactions and as a reaction medium in diverse laboratory and industrial processes. However, due to potential health and safety concerns, proper handling and precautions are essential when using DMF.

According to DIResearch's in-depth investigation and research, the global Dimethylformamide (DMF) 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 Dimethylformamide (DMF) include Lotte Fine Chemicals, BASF, Eastman, Saudis Chemanol, Taminco, Formosa Plastics, Mitsubishi Gas Chemical, Balaji Amines, Shandong Hualu-Hengsheng Chemical, Zhejiang Jiangshan Chemical, Anyang Chemical Industry, Shandong Jinmei Riyue Industry, Inner Mengolia Yuanxing, Anhui Huaihua Group, Taminco MGC (Nanjing), Luxi Chemical, Shaanxi Yanchang Petroleum Group, BASF-YPC Company Limited, Haohua-Junhua Group 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 Dimethylformamide (DMF). 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 Dimethylformamide (DMF) market. The report data covers historical data from 2018 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 Dimethylformamide (DMF) 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 Dimethylformamide (DMF) 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 Dimethylformamide (DMF) Include:

Lotte Fine Chemicals

BASF

Eastman

Saudis Chemanol

Taminco

Formosa Plastics

Mitsubishi Gas Chemical

Balaji Amines

Shandong Hualu-Hengsheng Chemical

Zhejiang Jiangshan Chemical

Anyang Chemical Industry

Shandong Jinmei Riyue Industry

Inner Mengolia Yuanxing

Anhui Huaihua Group

Taminco MGC (Nanjing)

Luxi Chemical

Shaanxi Yanchang Petroleum Group

BASF-YPC Company Limited

Haohua-Junhua Group

Dimethylformamide (DMF) Product Segment Include:

Industrial Grade

Pharma Grade

Others

Dimethylformamide (DMF) Product Application Include:

Polyurethane Processing

Polyacrylonitrile

Copper Clad Laminate

Pharmaceuticals

Others

Chapter Scope

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

Chapter 2: Global Dimethylformamide (DMF) Capacity and Production Analysis

Chapter 3: Global Dimethylformamide (DMF) Industry PESTEL Analysis

Chapter 4: Global Dimethylformamide (DMF) Industry Porter’s Five Forces Analysis

Chapter 5: Global Dimethylformamide (DMF) Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 6: Global Dimethylformamide (DMF) Market Size and Forecast by Type and Application Analysis

Chapter 7: North America Dimethylformamide (DMF) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: Europe Dimethylformamide (DMF) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: China Dimethylformamide (DMF) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: APAC (Excl. China) Dimethylformamide (DMF) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Latin America Dimethylformamide (DMF) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Middle East and Africa Dimethylformamide (DMF) Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 13: Global Dimethylformamide (DMF) Competitive Analysis of Key Manufacturers (Sales, Revenue, Market Share, Price, Regional Distribution and Industry Concentration)

Chapter 14: Key Company Profiles (Product Portfolio, Sales, Revenue, Price and Gross Margin)

Chapter 15: Industrial Chain Analysis, Include Raw Material Suppliers, Distributors and Customers

Chapter 16: Research Findings and Conclusion

Chapter 17: Methodology and Data Sources


1 Dimethylformamide (DMF) Market Overview
1.1 Product Definition and Statistical Scope
1.2 Dimethylformamide (DMF) Product by Type
1.2.1 Global Dimethylformamide (DMF) Market Size by Type, 2023 VS 2024 VS 2030
1.2.2 Industrial Grade
1.2.3 Pharma Grade
1.2.4 Others
1.3 Dimethylformamide (DMF) Product by Application
1.3.1 Global Dimethylformamide (DMF) Market Size by Application, 2023 VS 2024 VS 2030
1.3.2 Polyurethane Processing
1.3.3 Polyacrylonitrile
1.3.4 Copper Clad Laminate
1.3.5 Pharmaceuticals
1.3.6 Others
1.4 Global Dimethylformamide (DMF) Market Revenue and Sales Analysis
1.4.1 Global Dimethylformamide (DMF) Market Size Analysis (2019-2030)
1.4.2 Global Dimethylformamide (DMF) Market Sales Analysis (2019-2030)
1.4.3 Global Dimethylformamide (DMF) Market Sales Price Trend Analysis (2019-2030)
1.5 Dimethylformamide (DMF) Market Development Status and Trends
1.5.1 Dimethylformamide (DMF) Industry Development Status Analysis
1.5.2 Dimethylformamide (DMF) Industry Development Trends Analysis
2 Global Dimethylformamide (DMF) Capacity and Production Analysis
2.1 Global Dimethylformamide (DMF) Production Capacity (2019-2030)
2.2 Global Dimethylformamide (DMF) Production by Region: 2023 VS 2024 VS 2030
2.3 Global Dimethylformamide (DMF) Production by Region
2.3.1 Global Dimethylformamide (DMF) Historic Production by Region (2019-2024)
2.3.2 Global Dimethylformamide (DMF) Forecasted Production by Region (2025-2030)
2.3.3 Global Dimethylformamide (DMF) Production Market Share by Region (2019-2030)
3 Dimethylformamide (DMF) 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 Dimethylformamide (DMF) 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 Dimethylformamide (DMF) Market Analysis by Regions
5.1 Dimethylformamide (DMF) Overall Market: 2023 VS 2024 VS 2030
5.2 Global Dimethylformamide (DMF) Revenue and Forecast Analysis (2019-2030)
5.2.1 Global Dimethylformamide (DMF) Revenue and Market Share by Region (2019-2024)
5.2.2 Global Dimethylformamide (DMF) Revenue Forecast by Region (2025-2030)
5.3 Global Dimethylformamide (DMF) Sales and Forecast Analysis (2019-2030)
5.3.1 Global Dimethylformamide (DMF) Sales and Market Share by Region (2019-2024)
5.3.2 Global Dimethylformamide (DMF) Sales Forecast by Region (2025-2030)
5.4 Global Dimethylformamide (DMF) Sales Price Trend Analysis (2019-2030)
6 Global Dimethylformamide (DMF) Market Size by Type and Application
6.1 Global Dimethylformamide (DMF) Market Size by Type
6.1.1 Global Dimethylformamide (DMF) Revenue and Forecast Analysis by Type (2019-2030)
6.1.2 Global Dimethylformamide (DMF) Sales and Forecast Analysis by Type (2019-2030)
6.2 Global Dimethylformamide (DMF) Market Size by Application
6.2.1 Global Dimethylformamide (DMF) Revenue and Forecast Analysis by Application (2019-2030)
6.2.2 Global Dimethylformamide (DMF) Sales and Forecast Analysis by Application (2019-2030)
7 North America
7.1 North America Dimethylformamide (DMF) Market Size and Growth Rate Analysis (2019-2030)
7.2 North America Key Manufacturers Analysis
7.3 North America Dimethylformamide (DMF) Market Size by Type
7.3.1 North America Dimethylformamide (DMF) Sales by Type (2019-2030)
7.3.2 North America Dimethylformamide (DMF) Revenue by Type (2019-2030)
7.4 North America Dimethylformamide (DMF) Market Size by Application
7.4.1 North America Dimethylformamide (DMF) Sales by Application (2019-2030)
7.4.2 North America Dimethylformamide (DMF) Revenue by Application (2019-2030)
7.5 North America Dimethylformamide (DMF) Market Size by Country
7.5.1 US
7.5.2 Canada
8 Europe
8.1 Europe Dimethylformamide (DMF) Market Size and Growth Rate Analysis (2019-2030)
8.2 Europe Key Manufacturers Analysis
8.3 Europe Dimethylformamide (DMF) Market Size by Type
8.3.1 Europe Dimethylformamide (DMF) Sales by Type (2019-2030)
8.3.2 Europe Dimethylformamide (DMF) Revenue by Type (2019-2030)
8.4 Europe Dimethylformamide (DMF) Market Size by Application
8.4.1 Europe Dimethylformamide (DMF) Sales by Application (2019-2030)
8.4.2  Europe Dimethylformamide (DMF) Revenue by Application (2019-2030)
8.5 Europe Dimethylformamide (DMF) Market Size by Country
8.5.1 Germany
8.5.2 France
8.5.3 United Kingdom
8.5.4 Italy
8.5.5 Spain
8.5.6 Benelux
9 China
9.1 China Dimethylformamide (DMF) Market Size and Growth Rate Analysis (2019-2030)
9.2 China Key Manufacturers Analysis
9.3 China Dimethylformamide (DMF) Market Size by Type
9.3.1 China Dimethylformamide (DMF) Sales by Type (2019-2030)
9.3.2 China Dimethylformamide (DMF) Revenue by Type (2019-2030)
9.4 China Dimethylformamide (DMF) Market Size by Application
9.4.1 China Dimethylformamide (DMF) Sales by Application (2019-2030)
9.4.2 China Dimethylformamide (DMF) Revenue by Application (2019-2030)
10 APAC (excl. China)
10.1 APAC (excl. China) Dimethylformamide (DMF) Market Size and Growth Rate Analysis (2019-2030)
10.2 APAC (excl. China) Key Manufacturers Analysis
10.3 APAC (excl. China) Dimethylformamide (DMF) Market Size by Type
10.3.1 APAC (excl. China) Dimethylformamide (DMF) Sales by Type (2019-2030)
10.3.2 APAC (excl. China) Dimethylformamide (DMF) Revenue by Type (2019-2030)
10.4 APAC (excl. China) Dimethylformamide (DMF) Market Size by Application
10.4.1 APAC (excl. China) Dimethylformamide (DMF) Sales by Application (2019-2030)
10.4.2 APAC (excl. China) Dimethylformamide (DMF) Revenue by Application (2019-2030)
10.5 APAC (excl. China) Dimethylformamide (DMF) Market Size by Country
10.5.1 Japan
10.5.2 South Korea
10.5.3 India
10.5.4 Australia
10.5.5 Indonesia
10.5.6 Vietnam
10.5.7 Malaysia
10.5.8 Thailand
11 Latin America
11.1 Latin America Dimethylformamide (DMF) Market Size and Growth Rate Analysis (2019-2030)
11.2 Latin America Key Manufacturers Analysis
11.3 Latin America Dimethylformamide (DMF) Market Size by Type
11.3.1 Latin America Dimethylformamide (DMF) Sales by Type (2019-2030)
11.3.2 Latin America Dimethylformamide (DMF) Revenue by Type (2019-2030)
11.4 Latin America Dimethylformamide (DMF) Market Size by Application
11.4.1 Latin America Dimethylformamide (DMF) Sales by Application (2019-2030)
11.4.2 Latin America Dimethylformamide (DMF) Revenue by Application (2019-2030)
11.5 Latin America Dimethylformamide (DMF) Market Size by Country
11.5.1 Mexico
11.5.2 Brazil
12 Middle East & Africa
12.1 Middle East & Africa Dimethylformamide (DMF) Market Size and Growth Rate Analysis (2019-2030)
12.2 Middle East & Africa Key Manufacturers Analysis
12.3 Middle East & Africa Dimethylformamide (DMF) Market Size by Type
12.3.1 Middle East & Africa Dimethylformamide (DMF) Sales by Type (2019-2030)
12.3.2 Middle East & Africa Dimethylformamide (DMF) Revenue by Type (2019-2030)
12.4 Middle East & Africa Dimethylformamide (DMF) Market Size by Application
12.4.1 Middle East & Africa Dimethylformamide (DMF) Sales by Application (2019-2030)
12.4.2 Middle East & Africa Dimethylformamide (DMF) Revenue by Application (2019-2030)
12.5 Middle East & Africa Dimethylformamide (DMF) Market Size by Country
12.5.1 Saudi Arabia
12.5.2 South Africa
13 Competition by Manufacturers
13.1 Global Dimethylformamide (DMF) Market Sales, Revenue and Price by Key Manufacturers (2020-2024)
13.1.1 Global Dimethylformamide (DMF) Market Sales by Key Manufacturers (2020-2024)
13.1.2 Global Dimethylformamide (DMF) Market Revenue by Key Manufacturers (2020-2024)
13.1.3 Global Dimethylformamide (DMF) Average Sales Price by Manufacturers (2020-2024)
13.2 Dimethylformamide (DMF) Competitive Landscape Analysis and Market Dynamic
13.2.1 Dimethylformamide (DMF) Competitive Landscape Analysis
13.2.2 Global Key Manufacturers Headquarter Location and Key Area Sales
13.2.3 Market Dynamic
14 Key Companies Analysis
14.1 Lotte Fine Chemicals
14.1.1 Lotte Fine Chemicals Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.1.2 Lotte Fine Chemicals Dimethylformamide (DMF) Product Portfolio
14.1.3 Lotte Fine Chemicals Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.2 BASF
14.2.1 BASF Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.2.2 BASF Dimethylformamide (DMF) Product Portfolio
14.2.3 BASF Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.3 Eastman
14.3.1 Eastman Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.3.2 Eastman Dimethylformamide (DMF) Product Portfolio
14.3.3 Eastman Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.4 Saudis Chemanol
14.4.1 Saudis Chemanol Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.4.2 Saudis Chemanol Dimethylformamide (DMF) Product Portfolio
14.4.3 Saudis Chemanol Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.5 Taminco
14.5.1 Taminco Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.5.2 Taminco Dimethylformamide (DMF) Product Portfolio
14.5.3 Taminco Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.6 Formosa Plastics
14.6.1 Formosa Plastics Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.6.2 Formosa Plastics Dimethylformamide (DMF) Product Portfolio
14.6.3 Formosa Plastics Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.7 Mitsubishi Gas Chemical
14.7.1 Mitsubishi Gas Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.7.2 Mitsubishi Gas Chemical Dimethylformamide (DMF) Product Portfolio
14.7.3 Mitsubishi Gas Chemical Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.8 Balaji Amines
14.8.1 Balaji Amines Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.8.2 Balaji Amines Dimethylformamide (DMF) Product Portfolio
14.8.3 Balaji Amines Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.9 Shandong Hualu-Hengsheng Chemical
14.9.1 Shandong Hualu-Hengsheng Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.9.2 Shandong Hualu-Hengsheng Chemical Dimethylformamide (DMF) Product Portfolio
14.9.3 Shandong Hualu-Hengsheng Chemical Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.10 Zhejiang Jiangshan Chemical
14.10.1 Zhejiang Jiangshan Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.10.2 Zhejiang Jiangshan Chemical Dimethylformamide (DMF) Product Portfolio
14.10.3 Zhejiang Jiangshan Chemical Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.11 Anyang Chemical Industry
14.11.1 Anyang Chemical Industry Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.11.2 Anyang Chemical Industry Dimethylformamide (DMF) Product Portfolio
14.11.3 Anyang Chemical Industry Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.12 Shandong Jinmei Riyue Industry
14.12.1 Shandong Jinmei Riyue Industry Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.12.2 Shandong Jinmei Riyue Industry Dimethylformamide (DMF) Product Portfolio
14.12.3 Shandong Jinmei Riyue Industry Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.13 Inner Mengolia Yuanxing
14.13.1 Inner Mengolia Yuanxing Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.13.2 Inner Mengolia Yuanxing Dimethylformamide (DMF) Product Portfolio
14.13.3 Inner Mengolia Yuanxing Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.14 Anhui Huaihua Group
14.14.1 Anhui Huaihua Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.14.2 Anhui Huaihua Group Dimethylformamide (DMF) Product Portfolio
14.14.3 Anhui Huaihua Group Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.15 Taminco MGC (Nanjing)
14.15.1 Taminco MGC (Nanjing) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.15.2 Taminco MGC (Nanjing) Dimethylformamide (DMF) Product Portfolio
14.15.3 Taminco MGC (Nanjing) Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.16 Luxi Chemical
14.16.1 Luxi Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.16.2 Luxi Chemical Dimethylformamide (DMF) Product Portfolio
14.16.3 Luxi Chemical Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.17 Shaanxi Yanchang Petroleum Group
14.17.1 Shaanxi Yanchang Petroleum Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.17.2 Shaanxi Yanchang Petroleum Group Dimethylformamide (DMF) Product Portfolio
14.17.3 Shaanxi Yanchang Petroleum Group Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.18 BASF-YPC Company Limited
14.18.1 BASF-YPC Company Limited Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.18.2 BASF-YPC Company Limited Dimethylformamide (DMF) Product Portfolio
14.18.3 BASF-YPC Company Limited Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
14.19 Haohua-Junhua Group
14.19.1 Haohua-Junhua Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
14.19.2 Haohua-Junhua Group Dimethylformamide (DMF) Product Portfolio
14.19.3 Haohua-Junhua Group Dimethylformamide (DMF) Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2020-2024)
15 Industry Chain Analysis
15.1 Dimethylformamide (DMF) Industry Chain Analysis
15.2 Dimethylformamide (DMF) Industry Upstream Supply Analysis
15.2.1 Upstream Key Raw Material Supply Analysis
15.2.2 Raw Material Suppliers and Contact Information
15.3 Dimethylformamide (DMF) Typical Downstream Customers
15.4 Dimethylformamide (DMF) Sales Channel Analysis
16 Research Findings and Conclusion
17 Methodology and Data Source
17.1 Methodology/Research Approach
17.2 Research Scope
17.3 Benchmarks and Assumptions
17.4 Date Source
17.4.1 Primary Sources
17.4.2 Secondary Sources
17.5 Data Cross Validation
17.6 Disclaimer

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