In the Global Large Bore Vascular Closure Devices Industry Market Analysis & Forecast 2018-2023, the revenue is valued at USD XX million in 2017 and is expected to reach USD XX million by the end of 2023, growing at a CAGR of XX% between 2018 and 2023. The production is estimated at XX million in 2017 and is forecasted to reach XX million by the end of 2023, growing at a CAGR of XX% between 2018 and 2023. It covers Regional Segment Analysis, Type, Appliction, Major Manufactures, Industry Chain Analysis, Competitive Insights and Macroeconomic Analysis. Global Large Bore Vascular Closure Devices Market: Regional Segment Analysis North America Europe China Japan Southeast Asia India The Major players reported in the market include: company 1 company 2 company 3 company 4 company 5 company 6 company 7 company 8 company 9 ... Global Large Bore Vascular Closure Devices Market: Product Segment Analysis Type 1 Type 2 Type 3 Global Large Bore Vascular Closure Devices Market: Application Segment Analysis Application 1 Application 2 Application 3 Reasons for Buying this Report This report provides pin-point analysis for changing competitive dynamics It provides a forward looking perspective on different factors driving or... Research Beam Model: Research Beam Product ID: 3062045 3800 USD New
Global Large Bore Vascular Closure Devices Industry Market Analysis & Forecast 2018-2023
 
 

Global Large Bore Vascular Closure Devices Industry Market Analysis & Forecast 2018-2023

  • Category : Healthcare
  • Published On : May   2018
  • Pages : 139
  • Publisher : spinvestconsulting
 
 
 
In the Global Large Bore Vascular Closure Devices Industry Market Analysis & Forecast 2018-2023, the revenue is valued at USD XX million in 2017 and is expected to reach USD XX million by the end of 2023, growing at a CAGR of XX% between 2018 and 2023. The production is estimated at XX million in 2017 and is forecasted to reach XX million by the end of 2023, growing at a CAGR of XX% between 2018 and 2023.
It covers Regional Segment Analysis, Type, Appliction, Major Manufactures, Industry Chain Analysis, Competitive Insights and Macroeconomic Analysis.
Global Large Bore Vascular Closure Devices Market: Regional Segment Analysis
North America
Europe
China
Japan
Southeast Asia
India

The Major players reported in the market include:
company 1
company 2
company 3
company 4
company 5
company 6
company 7
company 8
company 9
...

Global Large Bore Vascular Closure Devices Market: Product Segment Analysis
Type 1
Type 2
Type 3


Global Large Bore Vascular Closure Devices Market: Application Segment Analysis
Application 1
Application 2
Application 3

Reasons for Buying this Report
This report provides pin-point analysis for changing competitive dynamics
It provides a forward looking perspective on different factors driving or restraining market growth
It provides a six-year forecast assessed on the basis of how the market is predicted to grow
It helps in understanding the key product segments and their future
It provides pin point analysis of changing competition dynamics and keeps you ahead of competitors
It helps in making informed business decisions by having complete insights of market and by making in-depth analysis of market segments
Global Large Bore Vascular Closure Devices Industry Market Analysis & Forecast 2018-2023

Chapter 1 Large Bore Vascular Closure Devices Market Overview
1.1 Product Overview and Scope of Large Bore Vascular Closure Devices
1.2 Large Bore Vascular Closure Devices Market Segmentation by Type in 2016
1.2.1 Global Production Market Share of Large Bore Vascular Closure Devices by Type in 2016
1.2.1 Type 1
1.2.2 Type 2
1.2.3 Type 3
1.3 Large Bore Vascular Closure Devices Market Segmentation by Application in 2016
1.3.1 Large Bore Vascular Closure Devices Consumption Market Share by Application in 2016
1.3.2 Application 1
1.3.3 Application 2
1.3.4 Application 3
1.4 Large Bore Vascular Closure Devices Market Segmentation by Regions
1.4.1 North America
1.4.2 China
1.4.3 Europe
1.4.4 Southeast Asia
1.4.5 Japan
1.4.6 India
1.5 Global Market Size (Value) of Large Bore Vascular Closure Devices (2013-2023)
1.5.1 Global Product Sales and Growth Rate (2013-2023)
1.5.2 Global Product Revenue and Growth Rate (2013-2023)
Chapter 2 Global Economic Impact on Large Bore Vascular Closure Devices Industry
2.1 Global Macroeconomic Environment Analysis
2.1.1 Global Macroeconomic Analysis
2.1.2 Global Macroeconomic Environment Development Trend
2.2 Global Macroeconomic Environment Analysis by Regions

Chapter 3 Global Large Bore Vascular Closure Devices Market Competition by Manufacturers
3.1 Global Large Bore Vascular Closure Devices Production and Share by Manufacturers (2016 and 2017)
3.2 Global Large Bore Vascular Closure Devices Revenue and Share by Manufacturers (2016 and 2017)
3.3 Global Large Bore Vascular Closure Devices Average Price by Manufacturers (2016 and 2017)
3.4 Manufacturers Large Bore Vascular Closure Devices Manufacturing Base Distribution, Production Area and Product Type
3.5 Large Bore Vascular Closure Devices Market Competitive Situation and Trends
3.5.1 Large Bore Vascular Closure Devices Market Concentration Rate
3.5.2 Large Bore Vascular Closure Devices Market Share of Top 3 and Top 5 Manufacturers
3.5.3 Mergers & Acquisitions, Expansion

Chapter 4 Global Large Bore Vascular Closure Devices Production, Revenue (Value) by Region (2013-2018)
4.1 Global Large Bore Vascular Closure Devices Production by Region (2013-2018)
4.2 Global Large Bore Vascular Closure Devices Production Market Share by Region (2013-2018)
4.3 Global Large Bore Vascular Closure Devices Revenue (Value) and Market Share by Region (2013-2018)
4.4 Global Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
4.5 North America Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
4.5.1 North AmericaLarge Bore Vascular Closure DevicesProduction and Market Share by Manufacturers
4.5.2 North AmericaLarge Bore Vascular Closure DevicesProduction and Market Share by Type
4.5.3 North AmericaLarge Bore Vascular Closure DevicesProduction and Market Share by Application
4.6 Europe Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
4.6.1 EuropeLarge Bore Vascular Closure DevicesProduction and Market Share by Manufacturers
4.6.2 Europe Large Bore Vascular Closure Devices Production and Market Share by Type
4.6.3 Europe Large Bore Vascular Closure Devices Production and Market Share by Application
4.7 China Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
4.7.1 ChinaLarge Bore Vascular Closure DevicesProduction and Market Share by Manufacturers
4.7.2 China Large Bore Vascular Closure Devices Production and Market Share by Type
4.7.3 China Large Bore Vascular Closure Devices Production and Market Share by Application
4.8 Japan Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
4.8.1 Japan Large Bore Vascular Closure Devices Production and Market Share by Manufacturers
4.8.2 Japan Large Bore Vascular Closure Devices Production and Market Share by Type
4.8.3 Japan Large Bore Vascular Closure Devices Production and Market Share by Application
4.9 Southeast Asia Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
4.9.1 Southeast Asia Large Bore Vascular Closure Devices Production and Market Share by Manufacturers
4.9.2 Southeast Asia Large Bore Vascular Closure Devices Production and Market Share by Type
4.9.3 Southeast Asia Large Bore Vascular Closure Devices Production and Market Share by Application
4.10 India Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
4.10.1 India Large Bore Vascular Closure Devices Production and Market Share by Manufacturers
4.10.2 India Large Bore Vascular Closure Devices Production and Market Share by Type
4.10.3 India Large Bore Vascular Closure Devices Production and Market Share by Application
Chapter 5 Global Large Bore Vascular Closure Devices Supply (Production), Consumption, Export, Import by Regions (2013-2018)
5.1 Global Large Bore Vascular Closure Devices Consumption by Regions (2013-2018)
5.2 North America Large Bore Vascular Closure Devices Production, Consumption, Export, Import by Regions (2013-2018)
5.3 Europe Large Bore Vascular Closure Devices Production, Consumption, Export, Import by Regions (2013-2018)
5.4 China Large Bore Vascular Closure Devices Production, Consumption, Export, Import by Regions (2013-2018)
5.5 Japan Large Bore Vascular Closure Devices Production, Consumption, Export, Import by Regions (2013-2018)
5.6 Southeast Asia Large Bore Vascular Closure Devices Production, Consumption, Export, Import by Regions (2013-2018)
5.7 India Large Bore Vascular Closure Devices Production, Consumption, Export, Import by Regions (2013-2018)

Chapter 6 Global Large Bore Vascular Closure Devices Production, Revenue (Value), Price Trend by Type
6.1 Global Large Bore Vascular Closure Devices Production and Market Share by Type (2013-2018)
6.2 Global Large Bore Vascular Closure Devices Revenue and Market Share by Type (2013-2018)
6.3 Global Large Bore Vascular Closure Devices Price by Type (2013-2018)
6.4 Global Large Bore Vascular Closure Devices Production Growth by Type (2013-2018)

Chapter 7 Global Large Bore Vascular Closure Devices Market Analysis by Application
7.1 Global Large Bore Vascular Closure Devices Consumption and Market Share by Application (2013-2018)
7.2 Global Large Bore Vascular Closure Devices Revenue and Market Share by Type (2013-2018)
7.3 Global Large Bore Vascular Closure Devices Consumption Growth Rate by Application (2013-2018)
7.4 Market Drivers and Opportunities
7.4.1 Potential Applications
7.4.2 Emerging Markets/Countries

Chapter 8 Global Large Bore Vascular Closure Devices Manufacturers Analysis
8.1 company 1
8.1.1 Company Basic Information, Manufacturing Base and Competitors
8.1.2 Product Type, Application and Specification
8.1.3 Production, Revenue, Price and Gross Margin (2013-2018)
8.1.4 Business Overview
8.2 company 2
8.2.1 Company Basic Information, Manufacturing Base and Competitors
8.2.2 Product Type, Application and Specification
8.2.3 Production, Revenue, Price and Gross Margin (2013-2018)
8.2.4 Business Overview
8.3 company 3
8.3.1 Company Basic Information, Manufacturing Base and Competitors
8.3.2 Product Type, Application and Specification
8.3.3 Production, Revenue, Price and Gross Margin (2013-2018)
8.3.4 Business Overview
8.4 company 4
8.4.1 Company Basic Information, Manufacturing Base and Competitors
8.4.2 Product Type, Application and Specification
8.4.3 Production, Revenue, Price and Gross Margin (2013-2018)
8.4.4 Business Overview
8.5 company 5
8.5.1 Company Basic Information, Manufacturing Base and Competitors
8.5.2 Product Type, Application and Specification
8.5.3 Production, Revenue, Price and Gross Margin (2013-2018)
8.5.4 Business Overview
8.6 company 6
8.6.1 Company Basic Information, Manufacturing Base and Competitors
8.6.2 Product Type, Application and Specification
8.6.3 Production, Revenue, Price and Gross Margin (2013-2018)
8.6.4 Business Overview
8.7 company 7
8.7.1 Company Basic Information, Manufacturing Base and Competitors
8.7.2 Product Type, Application and Specification
8.7.3 Production, Revenue, Price and Gross Margin (2013-2018)
8.7.4 Business Overview
8.8 company 8
8.8.1 Company Basic Information, Manufacturing Base and Competitors
8.8.2 Product Type, Application and Specification
8.8.3 Production, Revenue, Price and Gross Margin (2013-2018)
8.8.4 Business Overview
8.9 company 9
8.9.1 Company Basic Information, Manufacturing Base and Competitors
8.9.2 Product Type, Application and Specification
8.9.3 Production, Revenue, Price and Gross Margin (2013-2018)
8.9.4 Business Overview


Chapter 9 Large Bore Vascular Closure Devices Manufacturing Cost Analysis
9.1 Large Bore Vascular Closure Devices Key Raw Materials Analysis
9.1.1 Key Raw Materials
9.1.2 Price Trend of Key Raw Materials
9.1.3 Key Suppliers of Raw Materials
9.1.4 Market Concentration Rate of Raw Materials
9.2 Proportion of Manufacturing Cost Structure
9.2.1 Raw Materials
9.2.2 Labor Cost
9.2.3 Manufacturing Expenses
9.3 Manufacturing Process Analysis of Large Bore Vascular Closure Devices

Chapter 10 Industrial Chain, Sourcing Strategy and Downstream Buyers
10.1 Large Bore Vascular Closure Devices Industrial Chain Analysis
10.2 Upstream Raw Materials Sourcing
10.3 Raw Materials Sources of Large Bore Vascular Closure Devices Major Manufacturers in 2016
10.4 Downstream Buyers

Chapter 11 Marketing Strategy Analysis, Distributors/Traders
11.1 Marketing Channel
11.1.1 Direct Marketing
11.1.2 Indirect Marketing
11.1.3 Marketing Channel Development Trend
11.2 Market Positioning
11.2.1 Pricing Strategy
11.2.2 Brand Strategy
11.2.3 Target Client
11.3 Distributors/Traders List

Chapter 12 Market Effect Factors Analysis
12.1 Technology Progress/Risk
12.1.1 Substitutes Threat
12.1.2 Technology Progress in Related Industry
12.2 Consumer Needs/Customer Preference Change
12.3 Economic/Political Environmental Change

Chapter 13 Global Large Bore Vascular Closure Devices Market Forecast (2018-2023)
13.1 Global Large Bore Vascular Closure Devices Production, Revenue Forecast (2018-2023)
13.2 Global Large Bore Vascular Closure Devices Production, Consumption Forecast by Regions (2018-2023)
13.3 Global Large Bore Vascular Closure Devices Production Forecast by Type (2018-2023)
13.4 Global Large Bore Vascular Closure Devices Consumption Forecast by Application (2018-2023)
13.5 Large Bore Vascular Closure Devices Price Forecast (2018-2023)

Chapter 14 Appendix

Figure Picture of Large Bore Vascular Closure Devices
Figure Global Production Market Share of Large Bore Vascular Closure Devices by Type 2016
Figure Product Picture of Type I
Table Major Manufacturers of Type I
Figure Product Picture of Type II
Table Major Manufacturers of Type II
Figure Product Picture of Type III
Table Major Manufacturers of Type III
Table Large Bore Vascular Closure Devices Consumption Market Share by Application in 2016
Figure Application 1 Examples
Figure Application 2 Examples
Figure Application 3 Examples
Figure North America Large Bore Vascular Closure Devices Revenue (Million USD) and Growth Rate (2013-2023)
Figure Europe Large Bore Vascular Closure Devices Revenue (Million USD) and Growth Rate (2013-2023)
Figure China Large Bore Vascular Closure Devices Revenue (Million USD) and Growth Rate (2013-2023)
Figure Japan Large Bore Vascular Closure Devices Revenue (Million USD) and Growth Rate (2013-2023)
Figure Southeast Asia Large Bore Vascular Closure Devices Revenue (Million USD) and Growth Rate (2013-2023)
Figure India Large Bore Vascular Closure Devices Revenue (Million USD) and Growth Rate (2013-2023)
Figure Global Large Bore Vascular Closure Devices Revenue (Million UDS) and Growth Rate (2013-2023)
Table Global Large Bore Vascular Closure Devices Capacity of Key Manufacturers (2016 and 2017)
Table Global Large Bore Vascular Closure Devices Capacity Market Share by Manufacturers (2016 and 2017)
Figure Global Large Bore Vascular Closure Devices Capacity of Key Manufacturers in 2016
Figure Global Large Bore Vascular Closure Devices Capacity of Key Manufacturers in 2017
Table Global Large Bore Vascular Closure Devices Production of Key Manufacturers (2016 and 2017)
Table Global Large Bore Vascular Closure Devices Production Share by Manufacturers (2016 and 2017)
Figure 2015 Large Bore Vascular Closure Devices Production Share by Manufacturers
Figure 2016 Large Bore Vascular Closure Devices Production Share by Manufacturers
Table Global Large Bore Vascular Closure Devices Revenue (Million USD) by Manufacturers (2016 and 2017)
Table Global Large Bore Vascular Closure Devices Revenue Share by Manufacturers (2016 and 2017)
Table 2015 Global Large Bore Vascular Closure Devices Revenue Share by Manufacturers
Table 2016 Global Large Bore Vascular Closure Devices Revenue Share by Manufacturers
Table Global Market Large Bore Vascular Closure Devices Average Price of Key Manufacturers (2016 and 2017)
Figure Global Market Large Bore Vascular Closure Devices Average Price of Key Manufacturers in 2016
Table Manufacturers Large Bore Vascular Closure Devices Manufacturing Base Distribution and Sales Area
Table Manufacturers Large Bore Vascular Closure Devices Product Type
Figure Large Bore Vascular Closure Devices Market Share of Top 3 Manufacturers
Figure Large Bore Vascular Closure Devices Market Share of Top 5 Manufacturers
Table Global Large Bore Vascular Closure Devices Capacity by Regions (2013-2018)
Figure Global Large Bore Vascular Closure Devices Capacity Market Share by Regions (2013-2018)
Figure Global Large Bore Vascular Closure Devices Capacity Market Share by Regions (2013-2018)
Figure 2015 Global Large Bore Vascular Closure Devices Capacity Market Share by Regions
Table Global Large Bore Vascular Closure Devices Production by Regions (2013-2018)
Figure Global Large Bore Vascular Closure Devices Production and Market Share by Regions (2013-2018)
Figure Global Large Bore Vascular Closure Devices Production Market Share by Regions (2013-2018)
Figure 2015 Global Large Bore Vascular Closure Devices Production Market Share by Regions
Table Global Large Bore Vascular Closure Devices Revenue by Regions (2013-2018)
Table Global Large Bore Vascular Closure Devices Revenue Market Share by Regions (2013-2018)
Table 2015 Global Large Bore Vascular Closure Devices Revenue Market Share by Regions
Table Global Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table North America Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table Europe Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table China Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table Japan Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table Southeast Asia Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table India Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table Global Large Bore Vascular Closure Devices Consumption Market by Regions (2013-2018)
Table Global Large Bore Vascular Closure Devices Consumption Market Share by Regions (2013-2018)
Figure Global Large Bore Vascular Closure Devices Consumption Market Share by Regions (2013-2018)
Figure 2015 Global Large Bore Vascular Closure Devices Consumption Market Share by Regions
Table North America Large Bore Vascular Closure Devices Production, Consumption, Import & Export (2013-2018)
Table Europe Large Bore Vascular Closure Devices Production, Consumption, Import & Export (2013-2018)
Table China Large Bore Vascular Closure Devices Production, Consumption, Import & Export (2013-2018)
Table Japan Large Bore Vascular Closure Devices Production, Consumption, Import & Export (2013-2018)
Table Southeast Asia Large Bore Vascular Closure Devices Production, Consumption, Import & Export (2013-2018)
Table India Large Bore Vascular Closure Devices Production, Consumption, Import & Export (2013-2018)
Table Global Large Bore Vascular Closure Devices Production by Type (2013-2018)
Table Global Large Bore Vascular Closure Devices Production Share by Type (2013-2018)
Figure Production Market Share of Large Bore Vascular Closure Devices by Type (2013-2018)
Figure 2015 Production Market Share of Large Bore Vascular Closure Devices by Type
Table Global Large Bore Vascular Closure Devices Revenue by Type (2013-2018)
Table Global Large Bore Vascular Closure Devices Revenue Share by Type (2013-2018)
Figure Production Revenue Share of Large Bore Vascular Closure Devices by Type (2013-2018)
Figure 2015 Revenue Market Share of Large Bore Vascular Closure Devices by Type
Table Global Large Bore Vascular Closure Devices Price by Type (2013-2018)
Figure Global Large Bore Vascular Closure Devices Production Growth by Type (2013-2018)
Table Global Large Bore Vascular Closure Devices Consumption by Application (2013-2018)
Table Global Large Bore Vascular Closure Devices Consumption Market Share by Application (2013-2018)
Figure Global Large Bore Vascular Closure Devices Consumption Market Share by Application in 2016
Table Global Large Bore Vascular Closure Devices Consumption Growth Rate by Application (2013-2018)
Figure Global Large Bore Vascular Closure Devices Consumption Growth Rate by Application (2013-2018)
Table company 1 Basic Information, Manufacturing Base, Production Area and Its Competitors
Table company 1 Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table company 1 Large Bore Vascular Closure Devices Market Share (2013-2018)
Table company 2 Basic Information, Manufacturing Base, Production Area and Its Competitors
Table company 2 Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table company 2 Large Bore Vascular Closure Devices Market Share (2013-2018)
Table company 3 Basic Information, Manufacturing Base, Production Area and Its Competitors
Table company 3 Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table company 3 Large Bore Vascular Closure Devices Market Share (2013-2018)
Table company 4 Basic Information, Manufacturing Base, Production Area and Its Competitors
Table company 4 Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table company 4 Large Bore Vascular Closure Devices Market Share (2013-2018)
Table company 5 Basic Information, Manufacturing Base, Production Area and Its Competitors
Table company 5 Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table company 5 Large Bore Vascular Closure Devices Market Share (2013-2018)
Table company 6 Basic Information, Manufacturing Base, Production Area and Its Competitors
Table company 6 Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table company 6 Large Bore Vascular Closure Devices Market Share (2013-2018)
Table company 7 Basic Information, Manufacturing Base, Production Area and Its Competitors
Table company 7 Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table company 7 Large Bore Vascular Closure Devices Market Share (2013-2018)
Table company 8 Basic Information, Manufacturing Base, Production Area and Its Competitors
Table company 8 Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table company 8 Large Bore Vascular Closure Devices Market Share (2013-2018)
Table company 9 Basic Information, Manufacturing Base, Production Area and Its Competitors
Table company 9 Large Bore Vascular Closure Devices Production, Revenue, Price and Gross Margin (2013-2018)
Table company 9 Large Bore Vascular Closure Devices Market Share (2013-2018)

Table Production Base and Market Concentration Rate of Raw Material
Figure Price Trend of Key Raw Materials
Table Key Suppliers of Raw Materials
Figure Manufacturing Cost Structure of Large Bore Vascular Closure Devices
Figure Manufacturing Process Analysis of Large Bore Vascular Closure Devices
Figure Large Bore Vascular Closure Devices Industrial Chain Analysis
Table Raw Materials Sources of Large Bore Vascular Closure Devices Major Manufacturers in 2016
Table Major Buyers of Large Bore Vascular Closure Devices
Table Distributors/Traders List
Figure Global Large Bore Vascular Closure Devices Production and Growth Rate Forecast (2018-2023)
Figure Global Large Bore Vascular Closure Devices Revenue and Growth Rate Forecast (2018-2023)
Table Global Large Bore Vascular Closure Devices Production Forecast by Regions (2018-2023)
Table Global Large Bore Vascular Closure Devices Consumption Forecast by Regions (2018-2023)
Table Global Large Bore Vascular Closure Devices Production Forecast by Type (2018-2023)
Table Global Large Bore Vascular Closure Devices Consumption Forecast by Application (2018-2023)
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