Global Manganese Dioxide Competitive Landscape Professional Research Report 2025
Research Summary
Manganese dioxide is a chemical compound with the formula MnO2. It is a dark brown to blackish solid that occurs naturally as the mineral pyrolusite. Manganese dioxide has numerous industrial applications due to its unique properties. It is widely used as an oxidizing agent, catalyst, and depolarizer in various industries. In batteries, manganese dioxide is a common component in alkaline batteries and dry cells, where it acts as the cathode material, facilitating the electrochemical reactions. It is also utilized as a pigment in ceramics, glassmaking, and paints, providing a black or brown color. Additionally, manganese dioxide finds application in water treatment processes, as it is effective in removing impurities and oxidizing contaminants. Its ability to catalyze oxidation reactions makes it valuable in numerous chemical processes, such as the production of hydrochloric acid and other chemicals.
According to DIResearch's in-depth investigation and research, the global Manganese Dioxide 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 Manganese Dioxide include Tosoh, Prince, Borman Specialty Materials, Autlán, Mesa Minerals Limited, Golden Mile GmbH, Moil Limited, Xiangtan Electrochemical, Guiliu Chemical, South Manganese Investment Limited, Guizhou Redstar, Guangxi Jingxi County Yizhou Manganese Industry, Guangxi Non-Ferrous Metals Group Huiyuan Manganese Industry, Guizhou Manganese Mineral Group, Sahjanand Group of Industries, GoodEarth, Quintal, Hunan QingChong Manganese, Manmohan Minerals (MMCPL), MnChemical Georgia 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 Manganese Dioxide. 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 Manganese Dioxide 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 Manganese Dioxide 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 Manganese Dioxide 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 Manganese Dioxide Include:
Tosoh
Prince
Borman Specialty Materials
Autlán
Mesa Minerals Limited
Golden Mile GmbH
Moil Limited
Xiangtan Electrochemical
Guiliu Chemical
South Manganese Investment Limited
Guizhou Redstar
Guangxi Jingxi County Yizhou Manganese Industry
Guangxi Non-Ferrous Metals Group Huiyuan Manganese Industry
Guizhou Manganese Mineral Group
Sahjanand Group of Industries
GoodEarth
Quintal
Hunan QingChong Manganese
Manmohan Minerals (MMCPL)
MnChemical Georgia
Manganese Dioxide Product Segment Include:
Electrolytic Manganese Dioxide (EMD)
Natural Manganese Dioxide (NMD)
Chemical Manganese Dioxide (CMD)
Manganese Dioxide Product Application Include:
Batteries
Glass & Ceramics
Water Treatment & Purification
Others
Chapter Scope
Chapter 1: Product Research Range, Product Types and Applications, Market Overview, Market Situation and Trends
Chapter 2: Global Manganese Dioxide Capacity and Production Analysis
Chapter 3: Global Manganese Dioxide Industry PESTEL Analysis
Chapter 4: Global Manganese Dioxide Industry Porter's Five Forces Analysis
Chapter 5: Global Manganese Dioxide Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis
Chapter 6: Global Manganese Dioxide Market Size and Forecast by Type and Application Analysis
Chapter 7: North America Manganese Dioxide Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 8: Europe Manganese Dioxide Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 9: China Manganese Dioxide Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 10: APAC (Excl. China) Manganese Dioxide Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 11: Latin America Manganese Dioxide Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 12: Middle East and Africa Manganese Dioxide Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)
Chapter 13: Global Manganese Dioxide 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 Manganese Dioxide Market Overview
- 1.1 Product Definition and Statistical Scope
- 1.2 Manganese Dioxide Product by Type
- 1.2.1 Electrolytic Manganese Dioxide (EMD)
- 1.2.2 Natural Manganese Dioxide (NMD)
- 1.2.3 Chemical Manganese Dioxide (CMD)
- 1.3 Manganese Dioxide Product by Application
- 1.3.1 Batteries
- 1.3.2 Glass & Ceramics
- 1.3.3 Water Treatment & Purification
- 1.3.4 Others
- 1.4 Global Manganese Dioxide Market Revenue and Sales Analysis
- 1.4.1 Global Manganese Dioxide Revenue Market Size Analysis (2020-2032)
- 1.4.2 Global Manganese Dioxide Sales Market Size Analysis (2020-2032)
- 1.4.3 Global Manganese Dioxide Market Sales Price Trend Analysis (2020-2032)
- 1.5 Manganese Dioxide Industry Trends and Innovation
- 1.5.1 Manganese Dioxide Industry Trends and Innovation
- 1.5.2 Manganese Dioxide Market Drivers and Challenges
- 2 Global Manganese Dioxide Capacity and Production Analysis
- 2.1 Global Manganese Dioxide Capacity, Production and Utilization (2020-2032)
- 2.2 Global Manganese Dioxide Production Growth Trend by Region: 2024 VS 2025 VS 2030
- 2.3 Global Manganese Dioxide Production by Region
- 2.3.1 Global Manganese Dioxide Production by Region (2020-2025)
- 2.3.2 Global Manganese Dioxide Production Forecast by Region (2026-2032)
- 2.3.3 Global Manganese Dioxide Production Market Share by Region (2020-2032)
- 3 Manganese Dioxide 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 Manganese Dioxide 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 Manganese Dioxide Market Analysis by Regions
- 5.1 Manganese Dioxide Overall Market: 2024 VS 2025 VS 2032
- 5.2 Global Manganese Dioxide Revenue and Forecast Analysis (2020-2032)
- 5.2.1 Global Manganese Dioxide Revenue and Market Share by Region (2020-2025)
- 5.2.2 Global Manganese Dioxide Revenue and Market Forecast by Region (2026-2032)
- 5.3 Global Manganese Dioxide Sales and Forecast Analysis (2020-2032)
- 5.3.1 Global Manganese Dioxide Sales and Market Share by Region (2020-2025)
- 5.3.2 Global Manganese Dioxide Sales and Market Forecast by Region (2026-2032)
- 5.4 Global Manganese Dioxide Sales Price Trend Analysis (2020-2032)
- 6 Global Manganese Dioxide Market Size by Type and Application
- 6.1 Global Manganese Dioxide Market Size by Type
- 6.1.1 Global Manganese Dioxide Revenue and Forecast Analysis by Type (2020-2032)
- 6.1.2 Global Manganese Dioxide Sales and Forecast Analysis by Type (2020-2032)
- 6.2 Global Manganese Dioxide Market Size by Application
- 6.2.1 Global Manganese Dioxide Revenue and Forecast Analysis by Application (2020-2032)
- 6.2.2 Global Manganese Dioxide Sales and Forecast Analysis by Application (2020-2032)
- 7 North America
- 7.1 North America Manganese Dioxide Market Size and Growth Rate Analysis (2020-2032)
- 7.2 North America Key Manufacturers Analysis
- 7.3 North America Manganese Dioxide Market Size by Type
- 7.3.1 North America Manganese Dioxide Sales by Type (2020-2032)
- 7.3.2 North America Manganese Dioxide Revenue by Type (2020-2032)
- 7.4 North America Manganese Dioxide Market Size by Application
- 7.4.1 North America Manganese Dioxide Sales by Application (2020-2032)
- 7.4.2 North America Manganese Dioxide Revenue by Application (2020-2032)
- 7.5 North America Manganese Dioxide Market Size by Country
- 7.5.1 US
- 7.5.2 Canada
- 8 Europe
- 8.1 Europe Manganese Dioxide Market Size and Growth Rate Analysis (2020-2032)
- 8.2 Europe Key Manufacturers Analysis
- 8.3 Europe Manganese Dioxide Market Size by Type
- 8.3.1 Europe Manganese Dioxide Sales by Type (2020-2032)
- 8.3.2 Europe Manganese Dioxide Revenue by Type (2020-2032)
- 8.4 Europe Manganese Dioxide Market Size by Application
- 8.4.1 Europe Manganese Dioxide Sales by Application (2020-2032)
- 8.4.2 Europe Manganese Dioxide Revenue by Application (2020-2032)
- 8.5 Europe Manganese Dioxide 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 Manganese Dioxide Market Size and Growth Rate Analysis (2020-2032)
- 9.2 China Key Manufacturers Analysis
- 9.3 China Manganese Dioxide Market Size by Type
- 9.3.1 China Manganese Dioxide Sales by Type (2020-2032)
- 9.3.2 China Manganese Dioxide Revenue by Type (2020-2032)
- 9.4 China Manganese Dioxide Market Size by Application
- 9.4.1 China Manganese Dioxide Sales by Application (2020-2032)
- 9.4.2 China Manganese Dioxide Revenue by Application (2020-2032)
- 10 APAC (excl. China)
- 10.1 APAC (excl. China) Manganese Dioxide Market Size and Growth Rate Analysis (2020-2032)
- 10.2 APAC (excl. China) Key Manufacturers Analysis
- 10.3 APAC (excl. China) Manganese Dioxide Market Size by Type
- 10.3.1 APAC (excl. China) Manganese Dioxide Sales by Type (2020-2032)
- 10.3.2 APAC (excl. China) Manganese Dioxide Revenue by Type (2020-2032)
- 10.4 APAC (excl. China) Manganese Dioxide Market Size by Application
- 10.4.1 APAC (excl. China) Manganese Dioxide Sales by Application (2020-2032)
- 10.4.2 APAC (excl. China) Manganese Dioxide Revenue by Application (2020-2032)
- 10.5 APAC (excl. China) Manganese Dioxide Market Size by Country
- 10.5.1 Japan
- 10.5.2 South Korea
- 10.5.3 India
- 10.5.4 Australia
- 10.5.5 Southeast Asia
- 11 Latin America
- 11.1 Latin America Manganese Dioxide Market Size and Growth Rate Analysis (2020-2032)
- 11.2 Latin America Key Manufacturers Analysis
- 1`.3 Latin America Manganese Dioxide Market Size by Type
- 11.3.1 Latin America Manganese Dioxide Sales by Type (2020-2032)
- 11.3.2 Latin America Manganese Dioxide Revenue by Type (2020-2032)
- 11.4 Latin America Manganese Dioxide Market Size by Application
- 11.4.1 Latin America Manganese Dioxide Sales by Application (2020-2032)
- 11.4.2 Latin America Manganese Dioxide Revenue by Application (2020-2032)
- 11.5 Latin America Manganese Dioxide Market Size by Country
- 11.6 Latin America Manganese Dioxide Market Size by Country
- 11.6.1 Mexico
- 11.6.2 Brazil
- 12 Middle East & Africa
- 12.1 Middle East & Africa Manganese Dioxide Market Size and Growth Rate Analysis (2020-2032)
- 12.2 Middle East & Africa Key Manufacturers Analysis
- 12.3 Middle East & Africa Manganese Dioxide Market Size by Type
- 12.3.1 Middle East & Africa Manganese Dioxide Sales by Type (2020-2032)
- 12.3.2 Middle East & Africa Manganese Dioxide Revenue by Type (2020-2032)
- 12.4 Middle East & Africa Manganese Dioxide Market Size by Application
- 12.4.1 Middle East & Africa Manganese Dioxide Sales by Application (2020-2032)
- 12.4.2 Middle East & Africa Manganese Dioxide Revenue by Application (2020-2032)
- 12.5 Middle East Manganese Dioxide Market Size by Country
- 12.5.1 Saudi Arabia
- 12.5.2 South Africa
- 13 Competition by Manufacturers
- 13.1 Global Manganese Dioxide Market Sales, Revenue and Price by Key Manufacturers (2021-2025)
- 13.1.1 Global Manganese Dioxide Market Sales by Key Manufacturers (2021-2025)
- 13.1.2 Global Manganese Dioxide Market Revenue by Key Manufacturers (2021-2025)
- 13.1.3 Global Manganese Dioxide Average Sales Price by Manufacturers (2021-2025)
- 13.2 Manganese Dioxide Competitive Landscape Analysis and Market Dynamic
- 13.2.1 Manganese Dioxide 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 Tosoh
- 14.1.1 Tosoh Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.1.2 Tosoh Manganese Dioxide Product Portfolio
- 14.1.3 Tosoh Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.2 Prince
- 14.2.1 Prince Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.2.2 Prince Manganese Dioxide Product Portfolio
- 14.2.3 Prince Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.3 Borman Specialty Materials
- 14.3.1 Borman Specialty Materials Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.3.2 Borman Specialty Materials Manganese Dioxide Product Portfolio
- 14.3.3 Borman Specialty Materials Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.4 Autlán
- 14.4.1 Autlán Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.4.2 Autlán Manganese Dioxide Product Portfolio
- 14.4.3 Autlán Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.5 Mesa Minerals Limited
- 14.5.1 Mesa Minerals Limited Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.5.2 Mesa Minerals Limited Manganese Dioxide Product Portfolio
- 14.5.3 Mesa Minerals Limited Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.6 Golden Mile GmbH
- 14.6.1 Golden Mile GmbH Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.6.2 Golden Mile GmbH Manganese Dioxide Product Portfolio
- 14.6.3 Golden Mile GmbH Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.7 Moil Limited
- 14.7.1 Moil Limited Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.7.2 Moil Limited Manganese Dioxide Product Portfolio
- 14.7.3 Moil Limited Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.8 Xiangtan Electrochemical
- 14.8.1 Xiangtan Electrochemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.8.2 Xiangtan Electrochemical Manganese Dioxide Product Portfolio
- 14.8.3 Xiangtan Electrochemical Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.9 Guiliu Chemical
- 14.9.1 Guiliu Chemical Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.9.2 Guiliu Chemical Manganese Dioxide Product Portfolio
- 14.9.3 Guiliu Chemical Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.10 South Manganese Investment Limited
- 14.10.1 South Manganese Investment Limited Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.10.2 South Manganese Investment Limited Manganese Dioxide Product Portfolio
- 14.10.3 South Manganese Investment Limited Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.11 Guizhou Redstar
- 14.11.1 Guizhou Redstar Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.11.2 Guizhou Redstar Manganese Dioxide Product Portfolio
- 14.11.3 Guizhou Redstar Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.12 Guangxi Jingxi County Yizhou Manganese Industry
- 14.12.1 Guangxi Jingxi County Yizhou Manganese Industry Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.12.2 Guangxi Jingxi County Yizhou Manganese Industry Manganese Dioxide Product Portfolio
- 14.12.3 Guangxi Jingxi County Yizhou Manganese Industry Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.13 Guangxi Non-Ferrous Metals Group Huiyuan Manganese Industry
- 14.13.1 Guangxi Non-Ferrous Metals Group Huiyuan Manganese Industry Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.13.2 Guangxi Non-Ferrous Metals Group Huiyuan Manganese Industry Manganese Dioxide Product Portfolio
- 14.13.3 Guangxi Non-Ferrous Metals Group Huiyuan Manganese Industry Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.14 Guizhou Manganese Mineral Group
- 14.14.1 Guizhou Manganese Mineral Group Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.14.2 Guizhou Manganese Mineral Group Manganese Dioxide Product Portfolio
- 14.14.3 Guizhou Manganese Mineral Group Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.15 Sahjanand Group of Industries
- 14.15.1 Sahjanand Group of Industries Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.15.2 Sahjanand Group of Industries Manganese Dioxide Product Portfolio
- 14.15.3 Sahjanand Group of Industries Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.16 GoodEarth
- 14.16.1 GoodEarth Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.16.2 GoodEarth Manganese Dioxide Product Portfolio
- 14.16.3 GoodEarth Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.17 Quintal
- 14.17.1 Quintal Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.17.2 Quintal Manganese Dioxide Product Portfolio
- 14.17.3 Quintal Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.18 Hunan QingChong Manganese
- 14.18.1 Hunan QingChong Manganese Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.18.2 Hunan QingChong Manganese Manganese Dioxide Product Portfolio
- 14.18.3 Hunan QingChong Manganese Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.19 Manmohan Minerals (MMCPL)
- 14.19.1 Manmohan Minerals (MMCPL) Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.19.2 Manmohan Minerals (MMCPL) Manganese Dioxide Product Portfolio
- 14.19.3 Manmohan Minerals (MMCPL) Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 14.20 MnChemical Georgia
- 14.20.1 MnChemical Georgia Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
- 14.20.2 MnChemical Georgia Manganese Dioxide Product Portfolio
- 14.20.3 MnChemical Georgia Manganese Dioxide Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
- 15 Industry Chain Analysis
- 15.1 Manganese Dioxide Industry Chain Analysis
- 15.2 Manganese Dioxide Industry Raw Material and Suppliers Analysis
- 15.2.1 Manganese Dioxide Key Raw Material Supply Analysis
- 15.2.2 Raw Material Suppliers and Contact Information
- 15.3 Manganese Dioxide Typical Downstream Customers
- 15.4 Manganese Dioxide 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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