Europe Light Vehicle Antenna Modem Market Research Report Forecast 2017-2021

1 Light Vehicle Antenna Modem Market Overview

1.1 Product Overview and Scope of Light Vehicle Antenna Modem

1.2 Classification of Light Vehicle Antenna Modem

1.2.1 Type I

1.2.2 Type II

1.2.3 Type III

1.3 Application of Light Vehicle Antenna Modem

1.3.1 Application I

1.3.2 Application II

1.3.3 Application III

1.4 Light Vehicle Antenna Modem Market States Status and Prospect (2012-2021) by Countries

1.4.1 Germany

1.4.2 France

1.4.3 UK

1.4.4 Russia

1.4.5 Italy

1.4.6 Spain

1.4.7 Benelux

1.5 Europe Market Size (Value and Volume) of Light Vehicle Antenna Modem (2012-2021)

1.5.1 Europe Light Vehicle Antenna Modem Sales and Growth Rate (2012-2021)

1.5.2 Europe Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2021)

2 Europe Economic Impact on Light Vehicle Antenna Modem Industry

2.1 Europe Macroeconomic Analysis

2.2 Europe Macroeconomic Environment Development Trend

3 Light Vehicle Antenna Modem Manufacturing Cost Analysis

3.1 Light Vehicle Antenna Modem Key Raw Materials Analysis

3.1.1 Key Raw Materials

3.1.2 Price Trend of Key Raw Materials

3.1.3 Key Suppliers of Raw Materials

3.1.4 Market Concentration Rate of Raw Materials

3.2 Proportion of Manufacturing Cost Structure

3.2.1 Raw Materials

3.2.2 Labor Cost

3.2.3 Manufacturing Process Analysis of Light Vehicle Antenna Modem

4 Industrial Chain, Sourcing Strategy and Downstream Buyers

4.1 Light Vehicle Antenna Modem Industrial Chain Analysis

4.2 Upstream Raw Materials Sourcing

4.3 Raw Materials Sources of Light Vehicle Antenna Modem Major Manufacturers in 2015

4.4 Downstream Buyers

5 Europe Light Vehicle Antenna Modem Market Analysis by Manufacturers, Type and Application

5.1 Europe Light Vehicle Antenna Modem Market Competition by Manufacturers

5.1.1 Europe Light Vehicle Antenna Modem Sales and Market Share of Key Manufacturers (2015 and 2016)

5.1.2 Europe Light Vehicle Antenna Modem Revenue and Share by Manufacturers (2015 and 2016)

5.2 Europe Light Vehicle Antenna Modem (Volume and Value) by Type

5.2.1 Europe Light Vehicle Antenna Modem Sales and Market Share by Type (2012-2017)

5.2.2 Europe Light Vehicle Antenna Modem Revenue and Market Share by Type (2012-2017)

5.3 Europe Light Vehicle Antenna Modem (Volume and Value) by Countries

5.3.1 Europe Light Vehicle Antenna Modem Sales and Market Share by Countries (2012-2017)

5.3.2 Europe Light Vehicle Antenna Modem Revenue and Market Share by Countries (2012-2017)

5.4 Europe Light Vehicle Antenna Modem (Volume) by Application

6 Germany Light Vehicle Antenna Modem (Volume, Value and Sales Price)

6.1 Germany Light Vehicle Antenna Modem Sales and Value (2012-2017)

6.1.1 Germany Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

6.1.2 Germany Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

6.1.3 Germany Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

6.2 Germany Light Vehicle Antenna Modem Sales and Market Share by Manufacturers

6.3 Germany Light Vehicle Antenna Modem Sales and Market Share by Type

6.4 Germany Light Vehicle Antenna Modem Sales and Market Share by Application

7 France Light Vehicle Antenna Modem (Volume, Value and Sales Price)

7.1 France Light Vehicle Antenna Modem Sales and Value (2012-2017)

7.1.1 France Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

7.1.2 France Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

7.1.3 France Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

7.2 France Light Vehicle Antenna Modem Sales and Market Share by Manufacturers

7.3 France Light Vehicle Antenna Modem Sales and Market Share by Type

7.4 France Light Vehicle Antenna Modem Sales and Market Share by Application

8 UK Light Vehicle Antenna Modem (Volume, Value and Sales Price)

8.1 UK Light Vehicle Antenna Modem Sales and Value (2012-2017)

8.1.1 UK Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

8.1.2 UK Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

8.1.3 UK Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

8.2 UK Light Vehicle Antenna Modem Sales and Market Share by Manufacturers

8.3 UK Light Vehicle Antenna Modem Sales and Market Share by Type

8.4 UK Light Vehicle Antenna Modem Sales and Market Share by Application

9 Russia Light Vehicle Antenna Modem (Volume, Value and Sales Price)

9.1 Russia Light Vehicle Antenna Modem Sales and Value (2012-2017)

9.1.1 Russia Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

9.1.2 Russia Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

9.1.3 Russia Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

9.2 Russia Light Vehicle Antenna Modem Sales and Market Share by Manufacturers

9.3 Russia Light Vehicle Antenna Modem Sales and Market Share by Type

9.4 Russia Light Vehicle Antenna Modem Sales and Market Share by Application

10 Italy Light Vehicle Antenna Modem (Volume, Value and Sales Price)

10.1 Italy Light Vehicle Antenna Modem Sales and Value (2012-2017)

10.1.1 Italy Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

10.1.2 Italy Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

10.1.3 Italy Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

10.2 Italy Light Vehicle Antenna Modem Sales and Market Share by Manufacturers

10.3 Italy Light Vehicle Antenna Modem Sales and Market Share by Type

10.4 Italy Light Vehicle Antenna Modem Sales and Market Share by Application

11 Spain Light Vehicle Antenna Modem (Volume, Value and Sales Price)

11.1 Spain Light Vehicle Antenna Modem Sales and Value (2012-2017)

11.1.1 Spain Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

11.1.2 Spain Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

11.1.3 Spain Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

11.2 Spain Light Vehicle Antenna Modem Sales and Market Share by Manufacturers

11.3 Spain Light Vehicle Antenna Modem Sales and Market Share by Type

11.4 Spain Light Vehicle Antenna Modem Sales and Market Share by Application

12 Benelux Light Vehicle Antenna Modem (Volume, Value and Sales Price)

12.1 Benelux Light Vehicle Antenna Modem Sales and Value (2012-2017)

12.1.1 Benelux Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

12.1.2 Benelux Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

12.1.3 Benelux Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

12.2 Benelux Light Vehicle Antenna Modem Sales and Market Share by Manufacturers

12.3 Benelux Light Vehicle Antenna Modem Sales and Market Share by Type

12.4 Benelux Light Vehicle Antenna Modem Sales and Market Share by Application

13 Europe Light Vehicle Antenna Modem Manufacturers Analysis

13.1 Cisco

13.1.1 Company Basic Information, Manufacturing Base and Competitors

13.1.2 Product Type, Application and Specification

13.1.3 Production, Revenue, Price and Gross Margin (2012-2017)

13.1.4 Business Overview

13.2 Motorola

13.2.1 Company Basic Information, Manufacturing Base and Competitors

13.2.2 Product Type, Application and Specification

13.2.3 Production, Revenue, Price and Gross Margin (2012-2017)

13.2.4 Business Overview

13.3 Zoom Telephonics

13.3.1 Company Basic Information, Manufacturing Base and Competitors

13.3.2 Product Type, Application and Specification

13.3.3 Production, Revenue, Price and Gross Margin (2012-2017)

13.3.4 Business Overview

13.4 NETGEAR

13.4.1 Company Basic Information, Manufacturing Base and Competitors

13.4.2 Product Type, Application and Specification

13.4.3 Production, Revenue, Price and Gross Margin (2012-2017)

13.4.4 Business Overview

13.5 ARRIS

13.5.1 Company Basic Information, Manufacturing Base and Competitors

13.5.2 Product Type, Application and Specification

13.5.3 Production, Revenue, Price and Gross Margin (2012-2017)

13.5.4 Business Overview

13.6 Casa Systems

13.6.1 Company Basic Information, Manufacturing Base and Competitors

13.6.2 Product Type, Application and Specification

13.6.3 Production, Revenue, Price and Gross Margin (2012-2017)

13.6.4 Business Overview

13.7 HP

13.7.1 Company Basic Information, Manufacturing Base and Competitors

13.7.2 Product Type, Application and Specification

13.7.3 Production, Revenue, Price and Gross Margin (2012-2017)

13.7.4 Business Overview

13.8 Belkin

13.8.1 Company Basic Information, Manufacturing Base and Competitors

13.8.2 Product Type, Application and Specification

13.8.3 Production, Revenue, Price and Gross Margin (2012-2017)

13.8.4 Business Overview

13.9 Sumavision (Broadcom)

13.9.1 Company Basic Information, Manufacturing Base and Competitors

13.9.2 Product Type, Application and Specification

13.9.3 Production, Revenue, Price and Gross Margin (2012-2017)

13.9.4 Business Overview

…

13 Marketing Strategy Analysis, Distributors/Traders

13.1 Marketing Channel

13.1.1 Direct Marketing

13.1.2 Indirect Marketing

13.1.3 Marketing Channel Development Trend

13.2 Market Positioning

13.2.1 Pricing Strategy

13.2.2 Brand Strategy

13.2.3 Target Client

13.3 Distributors/Traders List

14 Market Effect Factors Analysis

14.1 Technology Progress/Risk

14.1.1 Substitutes Threat

14.1.2 Technology Progress in Related Industry

14.2 Consumer Needs/Customer Preference Change

14.3 Economic/Political Environmental Change

15 Europe Light Vehicle Antenna Modem Market Forecast (2017-2021)

15.1 Germany Market Forecast (2017-2021)

15.2 France Market Forecast (2017-2021)

15.3 UK Market Forecast (2017-2021)

15.4 Russia Market Forecast (2017-2021)

15.5 Italy Market Forecast (2017-2021)

15.6 Spain Market Forecast (2017-2021)

15.7 Benelux Market Forecast (2017-2021)

15.8 Europe Light Vehicle Antenna Modem Market Forecast by Type (2017-2021)

15.9 Europe Light Vehicle Antenna Modem Market Forecast by Application (2017-2021)

16 Appendix

Table Classification of Light Vehicle Antenna Modem

Figure Europe Sales Market Share of Light Vehicle Antenna Modem by Type in 2015

Table Application of Light Vehicle Antenna Modem

Figure Europe Sales Market Share of Light Vehicle Antenna Modem by Application in 2015

Figure Germany Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2021)

Figure France Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2021)

Figure UK Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2021)

Figure Russia Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2021)

Figure Italy Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2021)

Figure Spain Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2021)

Figure Benelux Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2021)

Figure Europe Light Vehicle Antenna Modem Sales and Growth Rate (2012-2021)

Figure Europe Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2021)

Table Europe Light Vehicle Antenna Modem Sales of Key Manufacturers (2015 and 2016)

Table Europe Light Vehicle Antenna Modem Sales Share by Manufacturers (2015 and 2016)

Figure 2015 Light Vehicle Antenna Modem Sales Share by Manufacturers

Figure 2016 Light Vehicle Antenna Modem Sales Share by Manufacturers

Table Europe Light Vehicle Antenna Modem Revenue by Manufacturers (2015 and 2016)

Table Europe Light Vehicle Antenna Modem Revenue Share by Manufacturers (2015 and 2016)

Table 2015 Europe Light Vehicle Antenna Modem Revenue Share by Manufacturers

Table 2016 Europe Light Vehicle Antenna Modem Revenue Share by Manufacturers

Table Europe Light Vehicle Antenna Modem Sales and Market Share by Type (2012-2017)

Table Europe Light Vehicle Antenna Modem Sales Share by Type (2012-2017)

Figure Sales Market Share of Light Vehicle Antenna Modem by Type (2012-2017)

Figure Europe Light Vehicle Antenna Modem Sales Growth Rate by Type (2012-2017)

Table Europe Light Vehicle Antenna Modem Revenue and Market Share by Type (2012-2017)

Table Europe Light Vehicle Antenna Modem Revenue Share by Type (2012-2017)

Figure Revenue Market Share of Light Vehicle Antenna Modem by Type (2012-2017)

Figure Europe Light Vehicle Antenna Modem Revenue Growth Rate by Type (2012-2017)

Table Europe Light Vehicle Antenna Modem Sales and Market Share by Countries (2012-2017)

Table Europe Light Vehicle Antenna Modem Sales Share by Countries (2012-2017)

Figure Sales Market Share of Light Vehicle Antenna Modem by Countries (2012-2017)

Table Europe Light Vehicle Antenna Modem Revenue and Market Share by Countries (2012-2017)

Table Europe Light Vehicle Antenna Modem Revenue Share by Countries (2012-2017)

Figure Revenue Market Share of Light Vehicle Antenna Modem by Countries (2012-2017)

Table Europe Light Vehicle Antenna Modem Sales and Market Share by Application (2012-2017)

Table Europe Light Vehicle Antenna Modem Sales Share by Application (2012-2017)

Figure Sales Market Share of Light Vehicle Antenna Modem by Application (2012-2017)

Figure Germany Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

Figure Germany Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

Figure Germany Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

Table Germany Light Vehicle Antenna Modem Sales by Manufacturers (2015 and 2016)

Table Germany Light Vehicle Antenna Modem Market Share by Manufacturers (2015 and 2016)

Table Germany Light Vehicle Antenna Modem Sales by Type (2015 and 2016)

Table Germany Light Vehicle Antenna Modem Market Share by Type (2015 and 2016)

Table Germany Light Vehicle Antenna Modem Sales by Application (2015 and 2016)

Table Germany Light Vehicle Antenna Modem Market Share by Application (2015 and 2016)

Figure France Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

Figure France Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

Figure France Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

Table France Light Vehicle Antenna Modem Sales by Manufacturers (2015 and 2016)

Table France Light Vehicle Antenna Modem Market Share by Manufacturers (2015 and 2016)

Table France Light Vehicle Antenna Modem Sales by Type (2015 and 2016)

Table France Light Vehicle Antenna Modem Market Share by Type (2015 and 2016)

Table France Light Vehicle Antenna Modem Sales by Application (2015 and 2016)

Table France Light Vehicle Antenna Modem Market Share by Application (2015 and 2016)

Figure UK Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

Figure UK Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

Figure UK Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

Table UK Light Vehicle Antenna Modem Sales by Manufacturers (2015 and 2016)

Table UK Light Vehicle Antenna Modem Market Share by Manufacturers (2015 and 2016)

Table UK Light Vehicle Antenna Modem Sales by Type (2015 and 2016)

Table UK Light Vehicle Antenna Modem Market Share by Type (2015 and 2016)

Table UK Light Vehicle Antenna Modem Sales by Application (2015 and 2016)

Table UK Light Vehicle Antenna Modem Market Share by Application (2015 and 2016)

Figure Russia Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

Figure Russia Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

Figure Russia Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

Table Russia Light Vehicle Antenna Modem Sales by Manufacturers (2015 and 2016)

Table Russia Light Vehicle Antenna Modem Market Share by Manufacturers (2015 and 2016)

Table Russia Light Vehicle Antenna Modem Sales by Type (2015 and 2016)

Table Russia Light Vehicle Antenna Modem Market Share by Type (2015 and 2016)

Table Russia Light Vehicle Antenna Modem Sales by Application (2015 and 2016)

Table Russia Light Vehicle Antenna Modem Market Share by Application (2015 and 2016)

Figure Italy Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

Figure Italy Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

Figure Italy Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

Table Italy Light Vehicle Antenna Modem Sales by Manufacturers (2015 and 2016)

Table Italy Light Vehicle Antenna Modem Market Share by Manufacturers (2015 and 2016)

Table Italy Light Vehicle Antenna Modem Sales by Type (2015 and 2016)

Table Italy Light Vehicle Antenna Modem Market Share by Type (2015 and 2016)

Table Italy Light Vehicle Antenna Modem Sales by Application (2015 and 2016)

Table Italy Light Vehicle Antenna Modem Market Share by Application (2015 and 2016)

Figure Spain Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

Figure Spain Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

Figure Spain Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

Table Spain Light Vehicle Antenna Modem Sales by Manufacturers (2015 and 2016)

Table Spain Light Vehicle Antenna Modem Market Share by Manufacturers (2015 and 2016)

Table Spain Light Vehicle Antenna Modem Sales by Type (2015 and 2016)

Table Spain Light Vehicle Antenna Modem Market Share by Type (2015 and 2016)

Table Spain Light Vehicle Antenna Modem Sales by Application (2015 and 2016)

Table Spain Light Vehicle Antenna Modem Market Share by Application (2015 and 2016)

Figure Benelux Light Vehicle Antenna Modem Sales and Growth Rate (2012-2017)

Figure Benelux Light Vehicle Antenna Modem Revenue and Growth Rate (2012-2017)

Figure Benelux Light Vehicle Antenna Modem Sales Price Trend (2012-2017)

Table Benelux Light Vehicle Antenna Modem Sales by Manufacturers (2015 and 2016)

Table Benelux Light Vehicle Antenna Modem Market Share by Manufacturers (2015 and 2016)

Table Benelux Light Vehicle Antenna Modem Sales by Type (2015 and 2016)

Table Benelux Light Vehicle Antenna Modem Market Share by Type (2015 and 2016)

Table Benelux Light Vehicle Antenna Modem Sales by Application (2015 and 2016)

Table Benelux Light Vehicle Antenna Modem Market Share by Application (2015 and 2016)

Table Cisco Basic Information List

Table Cisco Light Vehicle Antenna Modem Sales, Revenue, Price and Gross Margin (2012-2017)

Figure Cisco Light Vehicle Antenna Modem Sales Market Share (2012-2017)

Table Motorola Basic Information List

Table Motorola Light Vehicle Antenna Modem Sales, Revenue, Price and Gross Margin (2012-2017)

Table Motorola Light Vehicle Antenna Modem Sales Market Share (2012-2017)

Table Zoom Telephonics Basic Information List

Table Zoom Telephonics Light Vehicle Antenna Modem Sales, Revenue, Price and Gross Margin (2012-2017)

Figure Zoom Telephonics Light Vehicle Antenna Modem Sales Market Share (2012-2017)

Table NETGEAR Basic Information List

Table NETGEAR Light Vehicle Antenna Modem Sales, Revenue, Price and Gross Margin (2012-2017)

Table NETGEAR Light Vehicle Antenna Modem Sales Market Share (2012-2017)

Table ARRIS Basic Information List

Table ARRIS Light Vehicle Antenna Modem Sales, Revenue, Price and Gross Margin (2012-2017)

Figure ARRIS Light Vehicle Antenna Modem Sales Market Share (2012-2017)

Table Casa Systems Basic Information List

Table Casa Systems Light Vehicle Antenna Modem Sales, Revenue, Price and Gross Margin (2012-2017)

Table Casa Systems Light Vehicle Antenna Modem Sales Market Share (2012-2017)

Table HP Basic Information List

Table HP Light Vehicle Antenna Modem Sales, Revenue, Price and Gross Margin (2012-2017)

Figure HP Light Vehicle Antenna Modem Sales Market Share (2012-2017)

Table Belkin Basic Information List

Table Belkin Light Vehicle Antenna Modem Sales, Revenue, Price and Gross Margin (2012-2017)

Table Belkin Light Vehicle Antenna Modem Sales Market Share (2012-2017)

Table Sumavision (Broadcom) Basic Information List

Table Sumavision (Broadcom) Light Vehicle Antenna Modem Sales, Revenue, Price and Gross Margin (2012-2017)

Figure Sumavision (Broadcom) Light Vehicle Antenna Modem Sales Market Share (2012-2017).

…

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 Light Vehicle Antenna Modem

Figure Manufacturing Process Analysis of Light Vehicle Antenna Modem

Figure Light Vehicle Antenna Modem Industrial Chain Analysis

Table Raw Materials Sources of Light Vehicle Antenna Modem Major Manufacturers in 2015

Table Major Buyers of Light Vehicle Antenna Modem

Table Distributors/Traders List

Figure Germany Light Vehicle Antenna Modem Sales and Growth Rate Forecast (2017-2021)

Figure Germany Light Vehicle Antenna Modem Revenue and Growth Rate Forecast (2017-2021)

Figure France Light Vehicle Antenna Modem Sales and Growth Rate Forecast (2017-2021)

Figure France Light Vehicle Antenna Modem Revenue and Growth Rate Forecast (2017-2021)

Figure UK Light Vehicle Antenna Modem Sales and Growth Rate Forecast (2017-2021)

Figure UK Light Vehicle Antenna Modem Revenue and Growth Rate Forecast (2017-2021)

Figure Russia Light Vehicle Antenna Modem Sales and Growth Rate Forecast (2017-2021)

Figure Russia Light Vehicle Antenna Modem Revenue and Growth Rate Forecast (2017-2021)

Figure Italy Light Vehicle Antenna Modem Sales and Growth Rate Forecast (2017-2021)

Figure Italy Light Vehicle Antenna Modem Revenue and Growth Rate Forecast (2017-2021)

Figure Spain Light Vehicle Antenna Modem Sales and Growth Rate Forecast (2017-2021)

Figure Spain Light Vehicle Antenna Modem Revenue and Growth Rate Forecast (2017-2021)

Figure Benelux Light Vehicle Antenna Modem Sales and Growth Rate Forecast (2017-2021)

Figure Benelux Light Vehicle Antenna Modem Revenue and Growth Rate Forecast (2017-2021)

Table Europe Light Vehicle Antenna Modem Sales Forecast by Type (2017-2021)