Global Modified Cellulose Industry Market Research Report
Global Modified Cellulose Industry Market Research Report
1 Modified Cellulose Introduction and Market Overview
- 1.1 Objectives of the Study
- 1.2 Definition of Modified Cellulose
- 1.3 Modified Cellulose Market Scope and Market Size Estimation
- 1.3.1 Market Concentration Ratio and Market Maturity Analysis
- 1.3.2 Global Modified Cellulose Value ($) and Growth Rate from 2017-2027
- 1.4 Market Segmentation
- 1.4.1 Types of Modified Cellulose
- 1.4.2 Applications of Modified Cellulose
- 1.4.3 Research Regions
- 1.4.3.1 North America Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.2 Europe Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.3 China Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.4 Japan Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.5 Middle East & Africa Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.6 India Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
- 1.4.3.7 South America Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
- 1.5 Market Dynamics
- 1.5.1 Drivers
- 1.5.1.1 Emerging Countries of Modified Cellulose
- 1.5.1.2 Growing Market of Modified Cellulose
- 1.5.2 Limitations
- 1.5.3 Opportunities
- 1.5.1 Drivers
- 1.6 Industry News and Policies by Regions
- 1.6.1 Industry News
- 1.6.2 Industry Policies
2 Industry Chain Analysis
- 2.1 Upstream Raw Material Suppliers of Modified Cellulose Analysis
- 2.2 Major Players of Modified Cellulose
- 2.2.1 Major Players Manufacturing Base and Market Share of Modified Cellulose in 2021
- 2.2.2 Major Players Product Types in 2021
- 2.3 Modified Cellulose Manufacturing Cost Structure Analysis
- 2.3.1 Production Process Analysis
- 2.3.2 Manufacturing Cost Structure of Modified Cellulose
- 2.3.3 Raw Material Cost of Modified Cellulose
- 2.3.4 Labor Cost of Modified Cellulose
- 2.4 Market Channel Analysis of Modified Cellulose
- 2.5 Major Downstream Buyers of Modified Cellulose Analysis
3 Global Modified Cellulose Market, by Type
- 3.1 Global Modified Cellulose Value ($) and Market Share by Type (2017-2022)
- 3.2 Global Modified Cellulose Production and Market Share by Type (2017-2022)
- 3.3 Global Modified Cellulose Value ($) and Growth Rate by Type (2017-2022)
- 3.4 Global Modified Cellulose Price Analysis by Type (2017-2022)
4 Modified Cellulose Market, by Application
- 4.1 Global Modified Cellulose Consumption and Market Share by Application (2017-2022)
- 4.2 Downstream Buyers by Application
- 4.3 Global Modified Cellulose Consumption and Growth Rate by Application (2017-2022)
5 Global Modified Cellulose Production, Value ($) by Region (2017-2022)
- 5.1 Global Modified Cellulose Value ($) and Market Share by Region (2017-2022)
- 5.2 Global Modified Cellulose Production and Market Share by Region (2017-2022)
- 5.3 Global Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
- 5.4 North America Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
- 5.5 Europe Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
- 5.6 China Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
- 5.7 Japan Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
- 5.8 Middle East & Africa Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
- 5.9 India Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
- 5.10 South America Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
6 Global Modified Cellulose Production, Consumption, Export, Import by Regions (2017-2022)
- 6.1 Global Modified Cellulose Consumption by Regions (2017-2022)
- 6.2 North America Modified Cellulose Production, Consumption, Export, Import (2017-2022)
- 6.3 Europe Modified Cellulose Production, Consumption, Export, Import (2017-2022)
- 6.4 China Modified Cellulose Production, Consumption, Export, Import (2017-2022)
- 6.5 Japan Modified Cellulose Production, Consumption, Export, Import (2017-2022)
- 6.6 Middle East & Africa Modified Cellulose Production, Consumption, Export, Import (2017-2022)
- 6.7 India Modified Cellulose Production, Consumption, Export, Import (2017-2022)
- 6.8 South America Modified Cellulose Production, Consumption, Export, Import (2017-2022)
7 Global Modified Cellulose Market Status and SWOT Analysis by Regions
- 7.1 North America Modified Cellulose Market Status and SWOT Analysis
- 7.2 Europe Modified Cellulose Market Status and SWOT Analysis
- 7.3 China Modified Cellulose Market Status and SWOT Analysis
- 7.4 Japan Modified Cellulose Market Status and SWOT Analysis
- 7.5 Middle East & Africa Modified Cellulose Market Status and SWOT Analysis
- 7.6 India Modified Cellulose Market Status and SWOT Analysis
- 7.7 South America Modified Cellulose Market Status and SWOT Analysis
8 Competitive Landscape
- 8.1 Competitive Profile
- 8.2 Novozymes
- 8.2.1 Company Profiles
- 8.2.2 Modified Cellulose Product Introduction
- 8.2.3 Novozymes Production, Value ($), Price, Gross Margin 2017-2022
- 8.2.4 Novozymes Market Share of Modified Cellulose Segmented by Region in 2021
- 8.3 Kruger Inc
- 8.3.1 Company Profiles
- 8.3.2 Modified Cellulose Product Introduction
- 8.3.3 Kruger Inc Production, Value ($), Price, Gross Margin 2017-2022
- 8.3.4 Kruger Inc Market Share of Modified Cellulose Segmented by Region in 2021
- 8.4 Ineos Bio
- 8.4.1 Company Profiles
- 8.4.2 Modified Cellulose Product Introduction
- 8.4.3 Ineos Bio Production, Value ($), Price, Gross Margin 2017-2022
- 8.4.4 Ineos Bio Market Share of Modified Cellulose Segmented by Region in 2021
- 8.5 Celluforce
- 8.5.1 Company Profiles
- 8.5.2 Modified Cellulose Product Introduction
- 8.5.3 Celluforce Production, Value ($), Price, Gross Margin 2017-2022
- 8.5.4 Celluforce Market Share of Modified Cellulose Segmented by Region in 2021
- 8.6 Forest Products Inc
- 8.6.1 Company Profiles
- 8.6.2 Modified Cellulose Product Introduction
- 8.6.3 Forest Products Inc Production, Value ($), Price, Gross Margin 2017-2022
- 8.6.4 Forest Products Inc Market Share of Modified Cellulose Segmented by Region in 2021
- 8.7 Innventia AB
- 8.7.1 Company Profiles
- 8.7.2 Modified Cellulose Product Introduction
- 8.7.3 Innventia AB Production, Value ($), Price, Gross Margin 2017-2022
- 8.7.4 Innventia AB Market Share of Modified Cellulose Segmented by Region in 2021
9 Global Modified Cellulose Market Analysis and Forecast by Type and Application
- 9.1 Global Modified Cellulose Market Value ($) & Volume Forecast, by Type (2022-2027)
- 9.1.1 Thickener Market Value ($) and Volume Forecast (2022-2027)
- 9.1.2 Surfactant Market Value ($) and Volume Forecast (2022-2027)
- 9.1.3 Bulking Agents Market Value ($) and Volume Forecast (2022-2027)
- 9.1.4 Binding Agents Market Value ($) and Volume Forecast (2022-2027)
- 9.1.5 Others Market Value ($) and Volume Forecast (2022-2027)
- 9.2 Global Modified Cellulose Market Value ($) & Volume Forecast, by Application (2022-2027)
- 9.2.1 Dairy Products Market Value ($) and Volume Forecast (2022-2027)
- 9.2.2 Bakery Products Market Value ($) and Volume Forecast (2022-2027)
- 9.2.3 Sauces and Savory Products Market Value ($) and Volume Forecast (2022-2027)
- 9.2.4 Meat and Meat Alternatives Market Value ($) and Volume Forecast (2022-2027)
- 9.2.5 Others Market Value ($) and Volume Forecast (2022-2027)
10 Modified Cellulose Market Analysis and Forecast by Region
- 10.1 North America Market Value ($) and Consumption Forecast (2022-2027)
- 10.2 Europe Market Value ($) and Consumption Forecast (2022-2027)
- 10.3 China Market Value ($) and Consumption Forecast (2022-2027)
- 10.4 Japan Market Value ($) and Consumption Forecast (2022-2027)
- 10.5 Middle East & Africa Market Value ($) and Consumption Forecast (2022-2027)
- 10.6 India Market Value ($) and Consumption Forecast (2022-2027)
- 10.7 South America Market Value ($) and Consumption Forecast (2022-2027)
11 New Project Feasibility Analysis
- 11.1 Industry Barriers and New Entrants SWOT Analysis
- 11.2 Analysis and Suggestions on New Project Investment
12 Research Finding and Conclusion
13 Appendix
- 13.1 Discussion Guide
- 13.2 Knowledge Store: Maia Subscription Portal
- 13.3 Research Data Source
- 13.4 Research Assumptions and Acronyms Used
List of Tables and Figures
Figure Product Picture of Modified Cellulose
Table Product Specification of Modified Cellulose
Figure Market Concentration Ratio and Market Maturity Analysis of Modified Cellulose
Figure Global Modified Cellulose Value ($) and Growth Rate from 2017-2027
Table Different Types of Modified Cellulose
Figure Global Modified Cellulose Value ($) Segment by Type from 2017-2022
Figure Thickener Picture
Figure Surfactant Picture
Figure Bulking Agents Picture
Figure Binding Agents Picture
Figure Others Picture
Table Different Applications of Modified Cellulose
Figure Global Modified Cellulose Value ($) Segment by Applications from 2017-2022
Figure Dairy Products Picture
Figure Bakery Products Picture
Figure Sauces and Savory Products Picture
Figure Meat and Meat Alternatives Picture
Figure Others Picture
Table Research Regions of Modified Cellulose
Figure North America Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
Figure Europe Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
Table China Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
Table Japan Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
Table Middle East & Africa Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
Table India Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
Table South America Modified Cellulose Production Value ($) and Growth Rate (2017-2022)
Table Emerging Countries of Modified Cellulose
Table Growing Market of Modified Cellulose
Figure Industry Chain Analysis of Modified Cellulose
Table Upstream Raw Material Suppliers of Modified Cellulose with Contact Information
Table Major Players Manufacturing Base and Market Share ($) of Modified Cellulose in 2021
Table Major Players Modified Cellulose Product Types in 2021
Figure Production Process of Modified Cellulose
Figure Manufacturing Cost Structure of Modified Cellulose
Figure Channel Status of Modified Cellulose
Table Major Distributors of Modified Cellulose with Contact Information
Table Major Downstream Buyers of Modified Cellulose with Contact Information
Table Global Modified Cellulose Value ($) by Type (2017-2022)
Table Global Modified Cellulose Value ($) Share by Type (2017-2022)
Figure Global Modified Cellulose Value ($) Share by Type (2017-2022)
Table Global Modified Cellulose Production by Type (2017-2022)
Table Global Modified Cellulose Production Share by Type (2017-2022)
Figure Global Modified Cellulose Production Share by Type (2017-2022)
Figure Global Modified Cellulose Value ($) and Growth Rate of Thickener
Figure Global Modified Cellulose Value ($) and Growth Rate of Surfactant
Figure Global Modified Cellulose Value ($) and Growth Rate of Bulking Agents
Figure Global Modified Cellulose Value ($) and Growth Rate of Binding Agents
Figure Global Modified Cellulose Value ($) and Growth Rate of Others
Figure Global Modified Cellulose Price by Type (2017-2022)
Table Global Modified Cellulose Consumption by Application (2017-2022)
Table Global Modified Cellulose Consumption Market Share by Application (2017-2022)
Figure Global Modified Cellulose Consumption Market Share by Application (2017-2022)
Table Downstream Buyers Introduction by Application
Figure Global Modified Cellulose Consumption and Growth Rate of Dairy Products (2017-2022)
Figure Global Modified Cellulose Consumption and Growth Rate of Bakery Products (2017-2022)
Figure Global Modified Cellulose Consumption and Growth Rate of Sauces and Savory Products (2017-2022)
Figure Global Modified Cellulose Consumption and Growth Rate of Meat and Meat Alternatives (2017-2022)
Figure Global Modified Cellulose Consumption and Growth Rate of Others (2017-2022)
Table Global Modified Cellulose Value ($) by Region (2017-2022)
Table Global Modified Cellulose Value ($) Market Share by Region (2017-2022)
Figure Global Modified Cellulose Value ($) Market Share by Region (2017-2022)
Table Global Modified Cellulose Production by Region (2017-2022)
Table Global Modified Cellulose Production Market Share by Region (2017-2022)
Figure Global Modified Cellulose Production Market Share by Region (2017-2022)
Table Global Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
Table North America Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
Table Europe Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
Table China Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
Table Japan Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
Table Middle East & Africa Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
Table India Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
Table South America Modified Cellulose Production, Value ($), Price and Gross Margin (2017-2022)
Table Global Modified Cellulose Consumption by Regions (2017-2022)
Figure Global Modified Cellulose Consumption Share by Regions (2017-2022)
Table North America Modified Cellulose Production, Consumption, Export, Import (2017-2022)
Table Europe Modified Cellulose Production, Consumption, Export, Import (2017-2022)
Table China Modified Cellulose Production, Consumption, Export, Import (2017-2022)
Table Japan Modified Cellulose Production, Consumption, Export, Import (2017-2022)
Table Middle East & Africa Modified Cellulose Production, Consumption, Export, Import (2017-2022)
Table India Modified Cellulose Production, Consumption, Export, Import (2017-2022)
Table South America Modified Cellulose Production, Consumption, Export, Import (2017-2022)
Figure North America Modified Cellulose Production and Growth Rate Analysis
Figure North America Modified Cellulose Consumption and Growth Rate Analysis
Figure North America Modified Cellulose SWOT Analysis
Figure Europe Modified Cellulose Production and Growth Rate Analysis
Figure Europe Modified Cellulose Consumption and Growth Rate Analysis
Figure Europe Modified Cellulose SWOT Analysis
Figure China Modified Cellulose Production and Growth Rate Analysis
Figure China Modified Cellulose Consumption and Growth Rate Analysis
Figure China Modified Cellulose SWOT Analysis
Figure Japan Modified Cellulose Production and Growth Rate Analysis
Figure Japan Modified Cellulose Consumption and Growth Rate Analysis
Figure Japan Modified Cellulose SWOT Analysis
Figure Middle East & Africa Modified Cellulose Production and Growth Rate Analysis
Figure Middle East & Africa Modified Cellulose Consumption and Growth Rate Analysis
Figure Middle East & Africa Modified Cellulose SWOT Analysis
Figure India Modified Cellulose Production and Growth Rate Analysis
Figure India Modified Cellulose Consumption and Growth Rate Analysis
Figure India Modified Cellulose SWOT Analysis
Figure South America Modified Cellulose Production and Growth Rate Analysis
Figure South America Modified Cellulose Consumption and Growth Rate Analysis
Figure South America Modified Cellulose SWOT Analysis
Figure Top 3 Market Share of Modified Cellulose Companies
Figure Top 6 Market Share of Modified Cellulose Companies
Table Mergers, Acquisitions and Expansion Analysis
Table Company Profiles
Table Product Introduction
Table Novozymes Production, Value ($), Price, Gross Margin 2017-2022
Figure Novozymes Production and Growth Rate
Figure Novozymes Value ($) Market Share 2017-2022
Figure Novozymes Market Share of Modified Cellulose Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table Kruger Inc Production, Value ($), Price, Gross Margin 2017-2022
Figure Kruger Inc Production and Growth Rate
Figure Kruger Inc Value ($) Market Share 2017-2022
Figure Kruger Inc Market Share of Modified Cellulose Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table Ineos Bio Production, Value ($), Price, Gross Margin 2017-2022
Figure Ineos Bio Production and Growth Rate
Figure Ineos Bio Value ($) Market Share 2017-2022
Figure Ineos Bio Market Share of Modified Cellulose Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table Celluforce Production, Value ($), Price, Gross Margin 2017-2022
Figure Celluforce Production and Growth Rate
Figure Celluforce Value ($) Market Share 2017-2022
Figure Celluforce Market Share of Modified Cellulose Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table Forest Products Inc Production, Value ($), Price, Gross Margin 2017-2022
Figure Forest Products Inc Production and Growth Rate
Figure Forest Products Inc Value ($) Market Share 2017-2022
Figure Forest Products Inc Market Share of Modified Cellulose Segmented by Region in 2021
Table Company Profiles
Table Product Introduction
Table Innventia AB Production, Value ($), Price, Gross Margin 2017-2022
Figure Innventia AB Production and Growth Rate
Figure Innventia AB Value ($) Market Share 2017-2022
Figure Innventia AB Market Share of Modified Cellulose Segmented by Region in 2021
Table Global Modified Cellulose Market Value ($) Forecast, by Type
Table Global Modified Cellulose Market Volume Forecast, by Type
Figure Global Modified Cellulose Market Value ($) and Growth Rate Forecast of Thickener (2022-2027)
Figure Global Modified Cellulose Market Volume and Growth Rate Forecast of Thickener (2022-2027)
Figure Global Modified Cellulose Market Value ($) and Growth Rate Forecast of Surfactant (2022-2027)
Figure Global Modified Cellulose Market Volume and Growth Rate Forecast of Surfactant (2022-2027)
Figure Global Modified Cellulose Market Value ($) and Growth Rate Forecast of Bulking Agents (2022-2027)
Figure Global Modified Cellulose Market Volume and Growth Rate Forecast of Bulking Agents (2022-2027)
Figure Global Modified Cellulose Market Value ($) and Growth Rate Forecast of Binding Agents (2022-2027)
Figure Global Modified Cellulose Market Volume and Growth Rate Forecast of Binding Agents (2022-2027)
Figure Global Modified Cellulose Market Value ($) and Growth Rate Forecast of Others (2022-2027)
Figure Global Modified Cellulose Market Volume and Growth Rate Forecast of Others (2022-2027)
Table Global Market Value ($) Forecast by Application (2022-2027)
Table Global Market Volume Forecast by Application (2022-2027)
Figure Global Modified Cellulose Consumption and Growth Rate of Dairy Products (2017-2022)
Figure Global Modified Cellulose Consumption and Growth Rate of Bakery Products (2017-2022)
Figure Global Modified Cellulose Consumption and Growth Rate of Sauces and Savory Products (2017-2022)
Figure Global Modified Cellulose Consumption and Growth Rate of Meat and Meat Alternatives (2017-2022)
Figure Global Modified Cellulose Consumption and Growth Rate of Others (2017-2022)
Figure Market Value ($) and Growth Rate Forecast of Others (2022-2027)
Figure Market Volume and Growth Rate Forecast of Others (2022-2027)
Figure North America Market Value ($) and Growth Rate Forecast (2022-2027)
Table North America Consumption and Growth Rate Forecast (2022-2027)
Figure Europe Market Value ($) and Growth Rate Forecast (2022-2027)
Table Europe Consumption and Growth Rate Forecast (2022-2027)
Figure China Market Value ($) and Growth Rate Forecast (2022-2027)
Table China Consumption and Growth Rate Forecast (2022-2027)
Figure Japan Market Value ($) and Growth Rate Forecast (2022-2027)
Table Japan Consumption and Growth Rate Forecast (2022-2027)
Figure Middle East & Africa Market Value ($) and Growth Rate Forecast (2022-2027)
Table Middle East & Africa Consumption and Growth Rate Forecast (2022-2027)
Figure India Market Value ($) and Growth Rate Forecast (2022-2027)
Table India Consumption and Growth Rate Forecast (2022-2027)
Figure South America Market Value ($) and Growth Rate Forecast (2022-2027)
Table South America Consumption and Growth Rate Forecast (2022-2027)
Figure Industry Resource/Technology/Labor Importance Analysis
Table New Entrants SWOT Analysis
Table New Project Analysis of Investment Recovery
The Modified Cellulose market revenue was xx.xx Million USD in 2017, grew to xx.xx Million USD in 2021, and will reach xx.xx Million USD in 2027, with a CAGR of x.x% during 2022-2027. Based on the Modified Cellulose industrial chain, this report mainly elaborates the definition, types, applications and major players of Modified Cellulose market in details. Deep analysis about market status (2017-2022), enterprise competition pattern, advantages and disadvantages of enterprise products, industry development trends (2022-2027), regional industrial layout characteristics and macroeconomic policies, industrial policy has also be included. From raw materials to downstream buyers of this industry will be analyzed scientifically, the feature of product circulation and sales channel will be presented as well. In a word, this report will help you to establish a panorama of industrial development and characteristics of the Modified Cellulose market.
The Modified Cellulose market can be split based on product types, major applications, and important regions.
Major Players in Modified Cellulose market are:
Novozymes
Kruger Inc
Ineos Bio
Celluforce
Forest Products Inc
Innventia AB
Major Regions that plays a vital role in Modified Cellulose market are:
North America
Europe
China
Japan
Middle East & Africa
India
South America
Others
Most important types of Modified Cellulose products covered in this report are:
Thickener
Surfactant
Bulking Agents
Binding Agents
Others
Most widely used downstream fields of Modified Cellulose market covered in this report are:
Dairy Products
Bakery Products
Sauces and Savory Products
Meat and Meat Alternatives
Others
There are 13 Chapters to thoroughly display the Modified Cellulose market. This report included the analysis of market overview, market characteristics, industry chain, competition landscape, historical and future data by types, applications and regions.
Chapter 1: Modified Cellulose Market Overview, Product Overview, Market Segmentation, Market Overview of Regions, Market Dynamics, Limitations, Opportunities and Industry News and Policies.
Chapter 2: Modified Cellulose Industry Chain Analysis, Upstream Raw Material Suppliers, Major Players, Production Process Analysis, Cost Analysis, Market Channels and Major Downstream Buyers.
Chapter 3: Value Analysis, Production, Growth Rate and Price Analysis by Type of Modified Cellulose.
Chapter 4: Downstream Characteristics, Consumption and Market Share by Application of Modified Cellulose.
Chapter 5: Production Volume, Price, Gross Margin, and Revenue ($) of Modified Cellulose by Regions (2017-2022).
Chapter 6: Modified Cellulose Production, Consumption, Export and Import by Regions (2017-2022).
Chapter 7: Modified Cellulose Market Status and SWOT Analysis by Regions.
Chapter 8: Competitive Landscape, Product Introduction, Company Profiles, Market Distribution Status by Players of Modified Cellulose.
Chapter 9: Modified Cellulose Market Analysis and Forecast by Type and Application (2022-2027).
Chapter 10: Market Analysis and Forecast by Regions (2022-2027).
Chapter 11: Industry Characteristics, Key Factors, New Entrants SWOT Analysis, Investment Feasibility Analysis.
Chapter 12: Market Conclusion of the Whole Report.
Chapter 13: Appendix Such as Methodology and Data Resources of This Research.