Global Solar Photovoltaic (PV) Panels Competitive Landscape Professional Research Report 2025

Research Summary

Solar photovoltaic (PV) panels, often referred to simply as solar panels, are devices that convert sunlight directly into electricity using semiconductor materials. These panels are composed of numerous solar cells made from silicon or other materials with photovoltaic properties. When sunlight strikes the solar cells, photons (light particles) excite electrons within the semiconductor material, generating a flow of direct current (DC) electricity. The electricity generated by individual solar cells is then combined and routed through wiring to produce the desired voltage and current for practical use. Solar PV panels are commonly used to generate electricity for residential, commercial, and industrial applications, ranging from small-scale rooftop installations to large utility-scale solar farms. They are a key technology in renewable energy systems, offering clean and sustainable electricity generation without greenhouse gas emissions or reliance on finite fossil fuels.

According to DIResearch's in-depth investigation and research, the global Solar Photovoltaic (PV) Panels 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 Solar Photovoltaic (PV) Panels include LONGi, JinkoSolar, JA Solar, Trina Solar, Canadian Solar, Hanwha Solutions, Risen Energy, First Solar, Chint Electrics, GCL System, SunPower, Solargiga, Shunfeng, EGing PV, Seraphim, Jinergy, LG Business Solutions, Jolywood, Tangshan Haitai, HT-SAAE, Talesun Solar 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 Solar Photovoltaic (PV) Panels. 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 Solar Photovoltaic (PV) Panels 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 Solar Photovoltaic (PV) Panels 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 Solar Photovoltaic (PV) Panels 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 Solar Photovoltaic (PV) Panels Include:

LONGi

JinkoSolar

JA Solar

Trina Solar

Canadian Solar

Hanwha Solutions

Risen Energy

First Solar

Chint Electrics

GCL System

SunPower

Solargiga

Shunfeng

EGing PV

Seraphim

Jinergy

LG Business Solutions

Jolywood

Tangshan Haitai

HT-SAAE

Talesun Solar

Solar Photovoltaic (PV) Panels Product Segment Include:

Mono-Si Modules

Multi-Si Modules

CdTe Modules

CIGS Modules

A-Si Modules

Others

Solar Photovoltaic (PV) Panels Product Application Include:

PV Power Station

Commercial

Residential

Chapter Scope

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

Chapter 2: Global Solar Photovoltaic (PV) Panels Industry PESTEL Analysis

Chapter 3: Global Solar Photovoltaic (PV) Panels Industry Porter’s Five Forces Analysis

Chapter 4: Global Solar Photovoltaic (PV) Panels Major Regional Market Size (Revenue, Sales, Price) and Forecast Analysis

Chapter 5: Global Solar Photovoltaic (PV) Panels Market Size and Forecast by Type and Application Analysis

Chapter 6: North America Solar Photovoltaic (PV) Panels Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 7: Europe Solar Photovoltaic (PV) Panels Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 8: China Solar Photovoltaic (PV) Panels Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 9: APAC (Excl. China) Solar Photovoltaic (PV) Panels Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 10: Latin America Solar Photovoltaic (PV) Panels Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 11: Middle East and Africa Solar Photovoltaic (PV) Panels Competitive Analysis (Market Size, Key Players and Market Share, Product Type and Application Segment Analysis, Countries Analysis)

Chapter 12: Global Solar Photovoltaic (PV) Panels 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 Solar Photovoltaic (PV) Panels Market Overview
1.1 Product Definition and Statistical Scope
1.2 Solar Photovoltaic (PV) Panels Product by Type
1.2.1 Mono-Si Modules
1.2.2 Multi-Si Modules
1.2.3 CdTe Modules
1.2.4 CIGS Modules
1.2.5 A-Si Modules
1.2.6 Others
1.3 Solar Photovoltaic (PV) Panels Product by Application
1.3.1 PV Power Station
1.3.2 Commercial
1.3.3 Residential
1.4 Global Solar Photovoltaic (PV) Panels Market Revenue and Sales Analysis
1.4.1 Global Solar Photovoltaic (PV) Panels Revenue Market Size Analysis (2020-2032)
1.4.2 Global Solar Photovoltaic (PV) Panels Sales Market Size Analysis (2020-2032)
1.4.3 Global Solar Photovoltaic (PV) Panels Market Sales Price Trend Analysis (2020-2032)
1.5 Solar Photovoltaic (PV) Panels Industry Trends and Innovation
1.5.1 Solar Photovoltaic (PV) Panels Industry Trends and Innovation
1.5.2 Solar Photovoltaic (PV) Panels Market Drivers and Challenges
2 Solar Photovoltaic (PV) Panels 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 Solar Photovoltaic (PV) Panels 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 Solar Photovoltaic (PV) Panels Market Analysis by Regions
4.1 Global Solar Photovoltaic (PV) Panels Overall Market: 2024 VS 2025 VS 2032
4.2 Global Solar Photovoltaic (PV) Panels Revenue and Forecast Analysis (2020-2032)
4.2.1 Global Solar Photovoltaic (PV) Panels Revenue and Market Share by Region (2020-2025)
4.2.2 Global Solar Photovoltaic (PV) Panels Revenue and Market Share Forecast by Region (2026-2032)
4.3 Global Solar Photovoltaic (PV) Panels Sales and Forecast Analysis (2020-2032)
4.3.1 Global Solar Photovoltaic (PV) Panels Sales and Market Share by Region (2020-2025)
4.3.2 Global Solar Photovoltaic (PV) Panels Sales and Market Share Forecast by Region (2026-2032)
4.4 Global Solar Photovoltaic (PV) Panels Sales Price Trend Analysis (2020-2032)
5 Global Solar Photovoltaic (PV) Panels Market Size by Type and Application
5.1 Global Solar Photovoltaic (PV) Panels Market Size by Type
5.1.1 Global Solar Photovoltaic (PV) Panels Revenue and Forecast Analysis by Type (2020-2032)
5.1.2 Global Solar Photovoltaic (PV) Panels Sales and Forecast Analysis by Type (2020-2032)
5.2 Global Solar Photovoltaic (PV) Panels Market Size by Application
5.2.1 Global Solar Photovoltaic (PV) Panels Revenue and Forecast Analysis by Application (2020-2032)
5.2.2 Global Solar Photovoltaic (PV) Panels Sales and Forecast Analysis by Application (2020-2032)
6 North America
6.1 North America Solar Photovoltaic (PV) Panels Market Size and Growth Rate Analysis (2020-2032)
6.2 North America Key Manufacturers Analysis
6.3 North America Solar Photovoltaic (PV) Panels Market Size by Type
6.3.1 North America Solar Photovoltaic (PV) Panels Sales by Type (2020-2032)
6.3.2 North America Solar Photovoltaic (PV) Panels Revenue by Type (2020-2032)
6.4 North America Solar Photovoltaic (PV) Panels Market Size by Application
6.4.1 North America Solar Photovoltaic (PV) Panels Sales by Application (2020-2032)
6.4.2 North America Solar Photovoltaic (PV) Panels Revenue by Application (2020-2032)
6.5 North America Solar Photovoltaic (PV) Panels Market Size by Country
6.5.1 US
6.5.2 Canada
7 Europe
7.1 Europe Solar Photovoltaic (PV) Panels Market Size and Growth Rate Analysis (2020-2032)
7.2 Europe Key Manufacturers Analysis
7.3 Europe Solar Photovoltaic (PV) Panels Market Size by Type
7.3.1 Europe Solar Photovoltaic (PV) Panels Sales by Type (2020-2032)
7.3.2 Europe Solar Photovoltaic (PV) Panels Revenue by Type (2020-2032)
7.4 Europe Solar Photovoltaic (PV) Panels Market Size by Application
7.4.1 Europe Solar Photovoltaic (PV) Panels Sales by Application (2020-2032)
7.4.2 Europe Solar Photovoltaic (PV) Panels Revenue by Application (2020-2032)
7.5 Europe Solar Photovoltaic (PV) Panels 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 Solar Photovoltaic (PV) Panels Market Size and Growth Rate Analysis (2020-2032)
8.2 China Key Manufacturers Analysis
8.3 China Solar Photovoltaic (PV) Panels Market Size by Type
8.3.1 China Solar Photovoltaic (PV) Panels Sales by Type (2020-2032)
8.3.2 China Solar Photovoltaic (PV) Panels Revenue by Type (2020-2032)
8.4 China Solar Photovoltaic (PV) Panels Market Size by Application
8.4.1 China Solar Photovoltaic (PV) Panels Sales by Application (2020-2032)
8.4.2 China Solar Photovoltaic (PV) Panels Revenue by Application (2020-2032)
9 APAC (excl. China)
9.1 APAC (excl. China) Solar Photovoltaic (PV) Panels Market Size and Growth Rate Analysis (2020-2032)
9.2 APAC (excl. China) Key Manufacturers Analysis
9.3 APAC (excl. China) Solar Photovoltaic (PV) Panels Market Size by Type
9.3.1 APAC (excl. China) Solar Photovoltaic (PV) Panels Sales by Type (2020-2032)
9.3.2 APAC (excl. China) Solar Photovoltaic (PV) Panels Revenue by Type (2020-2032)
9.4 APAC (excl. China) Solar Photovoltaic (PV) Panels Market Size by Application
9.4.1 APAC (excl. China) Solar Photovoltaic (PV) Panels Sales by Application (2020-2032)
9.4.2 APAC (excl. China) Solar Photovoltaic (PV) Panels Revenue by Application (2020-2032)
9.5 APAC (excl. China) Solar Photovoltaic (PV) Panels 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 Solar Photovoltaic (PV) Panels Market Size and Growth Rate Analysis (2020-2032)
10.2 Latin America Key Manufacturers Analysis
10.3 Latin America Solar Photovoltaic (PV) Panels Market Size by Type
10.3.1 Latin America Solar Photovoltaic (PV) Panels Sales by Type (2020-2032)
10.3.2 Latin America Solar Photovoltaic (PV) Panels Revenue by Type (2020-2032)
10.4 Latin America Solar Photovoltaic (PV) Panels Market Size by Application
10.4.1 Latin America Solar Photovoltaic (PV) Panels Sales by Application (2020-2032)
10.4.2 Latin America Solar Photovoltaic (PV) Panels Revenue by Application (2020-2032)
10.5 Latin America Solar Photovoltaic (PV) Panels Market Size by Country
10.6 Latin America Solar Photovoltaic (PV) Panels Market Size by Country
10.6.1 Mexico
10.6.2 Brazil
11 Middle East & Africa
11.1 Middle East & Africa Solar Photovoltaic (PV) Panels Market Size and Growth Rate Analysis (2020-2032)
11.2 Middle East & Africa Key Manufacturers Analysis
11.3 Middle East & Africa Solar Photovoltaic (PV) Panels Market Size by Type
11.3.1 Middle East & Africa Solar Photovoltaic (PV) Panels Sales by Type (2020-2032)
11.3.2 Middle East & Africa Solar Photovoltaic (PV) Panels Revenue by Type (2020-2032)
11.4 Middle East & Africa Solar Photovoltaic (PV) Panels Market Size by Application
11.4.1 Middle East & Africa Solar Photovoltaic (PV) Panels Sales by Application (2020-2032)
11.4.2 Middle East & Africa Solar Photovoltaic (PV) Panels Revenue by Application (2020-2032)
11.5 Middle East Solar Photovoltaic (PV) Panels Market Size by Country
11.5.1 Saudi Arabia
11.5.2 South Africa
12 Competition by Manufacturers
12.1 Global Solar Photovoltaic (PV) Panels Market Sales, Revenue and Price by Key Manufacturers (2021-2025)
12.1.1 Global Solar Photovoltaic (PV) Panels Market Sales by Key Manufacturers (2021-2025)
12.1.2 Global Solar Photovoltaic (PV) Panels Market Revenue by Key Manufacturers (2021-2025)
12.1.3 Global Solar Photovoltaic (PV) Panels Average Sales Price by Manufacturers (2021-2025)
12.2 Solar Photovoltaic (PV) Panels Competitive Landscape Analysis and Market Dynamic
12.2.1 Solar Photovoltaic (PV) Panels 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 LONGi
13.1.1 LONGi Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.1.2 LONGi Solar Photovoltaic (PV) Panels Product Portfolio
13.1.3 LONGi Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.2 JinkoSolar
13.2.1 JinkoSolar Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.2.2 JinkoSolar Solar Photovoltaic (PV) Panels Product Portfolio
13.2.3 JinkoSolar Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.3 JA Solar
13.3.1 JA Solar Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.3.2 JA Solar Solar Photovoltaic (PV) Panels Product Portfolio
13.3.3 JA Solar Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.4 Trina Solar
13.4.1 Trina Solar Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.4.2 Trina Solar Solar Photovoltaic (PV) Panels Product Portfolio
13.4.3 Trina Solar Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.5 Canadian Solar
13.5.1 Canadian Solar Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.5.2 Canadian Solar Solar Photovoltaic (PV) Panels Product Portfolio
13.5.3 Canadian Solar Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.6 Hanwha Solutions
13.6.1 Hanwha Solutions Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.6.2 Hanwha Solutions Solar Photovoltaic (PV) Panels Product Portfolio
13.6.3 Hanwha Solutions Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.7 Risen Energy
13.7.1 Risen Energy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.7.2 Risen Energy Solar Photovoltaic (PV) Panels Product Portfolio
13.7.3 Risen Energy Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.8 First Solar
13.8.1 First Solar Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.8.2 First Solar Solar Photovoltaic (PV) Panels Product Portfolio
13.8.3 First Solar Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.9 Chint Electrics
13.9.1 Chint Electrics Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.9.2 Chint Electrics Solar Photovoltaic (PV) Panels Product Portfolio
13.9.3 Chint Electrics Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.10 GCL System
13.10.1 GCL System Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.10.2 GCL System Solar Photovoltaic (PV) Panels Product Portfolio
13.10.3 GCL System Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.11 SunPower
13.11.1 SunPower Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.11.2 SunPower Solar Photovoltaic (PV) Panels Product Portfolio
13.11.3 SunPower Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.12 Solargiga
13.12.1 Solargiga Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.12.2 Solargiga Solar Photovoltaic (PV) Panels Product Portfolio
13.12.3 Solargiga Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.13 Shunfeng
13.13.1 Shunfeng Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.13.2 Shunfeng Solar Photovoltaic (PV) Panels Product Portfolio
13.13.3 Shunfeng Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.14 EGing PV
13.14.1 EGing PV Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.14.2 EGing PV Solar Photovoltaic (PV) Panels Product Portfolio
13.14.3 EGing PV Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.15 Seraphim
13.15.1 Seraphim Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.15.2 Seraphim Solar Photovoltaic (PV) Panels Product Portfolio
13.15.3 Seraphim Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.16 Jinergy
13.16.1 Jinergy Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.16.2 Jinergy Solar Photovoltaic (PV) Panels Product Portfolio
13.16.3 Jinergy Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.17 LG Business Solutions
13.17.1 LG Business Solutions Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.17.2 LG Business Solutions Solar Photovoltaic (PV) Panels Product Portfolio
13.17.3 LG Business Solutions Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.18 Jolywood
13.18.1 Jolywood Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.18.2 Jolywood Solar Photovoltaic (PV) Panels Product Portfolio
13.18.3 Jolywood Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.19 Tangshan Haitai
13.19.1 Tangshan Haitai Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.19.2 Tangshan Haitai Solar Photovoltaic (PV) Panels Product Portfolio
13.19.3 Tangshan Haitai Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.20 HT-SAAE
13.20.1 HT-SAAE Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.20.2 HT-SAAE Solar Photovoltaic (PV) Panels Product Portfolio
13.20.3 HT-SAAE Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
13.21 Talesun Solar
13.21.1 Talesun Solar Basic Company Profile (Employees, Areas Service, Competitors and Contact Information)
13.21.2 Talesun Solar Solar Photovoltaic (PV) Panels Product Portfolio
13.21.3 Talesun Solar Solar Photovoltaic (PV) Panels Market Data Analysis (Revenue, Sales, Price, Gross Margin and Market Share) (2021-2025)
14 Industry Chain Analysis
14.1 Solar Photovoltaic (PV) Panels Industry Chain Analysis
14.2 Solar Photovoltaic (PV) Panels Industry Raw Material and Suppliers Analysis
14.2.1 Solar Photovoltaic (PV) Panels Key Raw Material Supply Analysis
14.2.2 Raw Material Suppliers and Contact Information
14.3 Solar Photovoltaic (PV) Panels Typical Downstream Customers
14.4 Solar Photovoltaic (PV) Panels 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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