Less Lethal Ammunition Market Size, Share & Trends Report

Less Lethal Ammunition Market Size, Share & Trends Analysis Report By Weapon Type (Shotguns, Launchers), By End Use (Law Enforcement, Military), By Product, By Region, And Segment Forecasts, 2020 - 2027

  • Published Date: Jun, 2020
  • Base Year for Estimate: 2019
  • Report ID: GVR-4-68038-766-7
  • Format: Electronic (PDF)
  • Historical Data: 2016 - 2018
  • Number of Pages: 143

Table of Contents

Chapter 1 Methodology and Scope
                 1.1 Assumptions
                 1.2 Information Procurement
                     1.2.1 Purchased Database
                     1.2.2 GVR’s Internal Database
                     1.2.3 Secondary Sources
                     1.2.4 Third Party Perspective
                     1.2.5 Primary Research
                 1.3 Information Analysis
                     1.3.1 Data Analysis Models
                 1.4 Market Formulation and Data Visualization
                 1.5 List of Sources
Chapter 2 Executive Summary
Chapter 3 Less Lethal Ammunition Market: Market Variables, Trends & Scope
                 3.1 Market Introduction
                 3.2 Penetration & Growth Prospect Mapping
                 3.3 Less Lethal Ammunition Market: Value Chain Analysis
                 3.4 Less Lethal Ammunition Market-Market Dynamics
                     3.4.1 Market Driver Analysis
                     3.4.2 Market Restraint Analysis
                     3.4.3 Industry Challenges
                     3.4.4 Industry Opportunities
                 3.5 Business Environment Analysis
                     3.5.1 Less Lethal Ammunition Market - Porter’s Five Forces Analysis
                     3.5.2 Supplier Power
                     3.5.3 Buyer Power
                     3.5.4 Substitution Threat
                     3.5.5 Threat Of New Entrant
                     3.5.6 Competitive Rivalry
                 3.6 Market Entry Strategies 
Chapter 4 Less Lethal AmmunitionMarket: Weapon Type Estimates & Trend Analysis
                 4.1 Market: Weapon type movement analysis, 2019 & 2027
                 4.2 Shotguns
                     4.2.1 Market estimates and forecasts, by shotguns 2016 - 2027 (USD Million)
                 4.3 Launchers
                     4.3.1 Market estimates and forecasts, by launchers, 2016 - 2027 (USD Million)
                 4.4 Other Weapon Types
                     4.4.1 Market estimates and forecasts, by other weapon types, 2016 - 2027 (USD Million)
Chapter 5 Less lethal ammunition Market: End-use Estimates & Trend Analysis
                 5.1 Market: End-use movement analysis, 2019 & 2027
                 5.2 Law Enforcement
                     5.2.1 Market estimates and forecasts, in law enforcement, 2016 - 2027 (USD Million)
                 5.3 Military
                     5.3.1 Market estimates and forecasts,in military, 2016 - 2027 (USD Million)
                 5.4 Other End-uses
                     5.4.1 Market estimates and forecasts,in other end-uses, 2016 - 2027 (USD Million)
Chapter 6 Less Lethal Ammunition Market: Product Estimates & Trend Analysis
                 6.1 Market: Product movement analysis, 2019 & 2027
                 6.2 Rubber Bullets
                     6.2.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                 6.3 Bean Bag Rounds
                     6.3.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                 6.3 Polyethylene/Plastic Bullets
                     6.3.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                 6.4 OC/CS & Smoke Munitions
                     6.4.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                 6.5 Flash Bag Rounds
                     6.5.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                 6.6 Paintballs
                     6.6.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                 6.7 Others
                     6.7.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
Chapter 7 Less Lethal Ammunition Market: Regional Estimates & Trend Analysis
                 7.1 Market Share, 2019 & 2027
                 7.2 North America
                     7.2.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                     7.2.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                     7.2.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                     7.2.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
                     7.2.5 U.S.
                         7.2.5.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.2.5.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.2.5.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.2.5.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
                     7.2.6 Canada
                         7.2.6.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.2.6.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.2.6.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.2.6.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
                     7.2.7 Mexico
                         7.2.7.1 Market estimates and forecasts, 2017 -2027 (USD Million)
                         7.2.7.2 Market estimates and forecasts, by weapon type, 2017 -2027 (USD Million)
                         7.2.7.3 Market estimates and forecasts, by end-use, 2017 -2027 (USD Million)
                         7.2.7.4 Market estimates and forecasts, by product, 2017 -2027 (USD Million)
                 7.3 Europe
                     7.3.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                     7.3.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                     7.3.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                     7.3.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
                     7.3.5 U.K.
                         7.3.5.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.3.5.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.3.5.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.3.5.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
                     7.3.6 Germany
                         7.3.6.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.3.6.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.3.6.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.3.6.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
                     7.3.7 France
                         7.3.7.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.3.7.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.3.7.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.3.7.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
                     7.3.8 Russia
                         7.3.8.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.3.8.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.3.8.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.3.8.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
                     7.3.9 Spain
                         7.3.9.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.3.9.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.3.9.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.3.9.4 Market estimates and forecasts, by product, 2017 -2027 (USD Million)
                 7.4 Asia Pacific
                     7.4.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                     7.4.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                     7.4.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                     7.4.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
                     7.4.5 China
                         7.4.5.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.4.5.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.4.5.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.4.5.4 Market estimates and forecasts, by product, 2017 -2027 (USD Million)
                     7.4.6 Japan
                         7.4.6.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.4.6.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.4.6.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.4.6.4 Market estimates and forecasts, by product, 2017 -2027 (USD Million)
                     7.4.7 India
                         7.4.7.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.4.7.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.4.7.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.4.7.4 Market estimates and forecasts, by product, 2017 -2027 (USD Million)
                     7.4.8 Australia
                         7.4.8.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.4.8.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.4.8.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.4.8.4 Market estimates and forecasts, by product, 2017 -2027 (USD Million)
                     7.4.10 Singapore
                         7.4.10.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.4.10.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.4.10.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.4.10.4 Market estimates and forecasts, by product, 2017 -2027 (USD Million)
                 7.5 Central & South America
                     7.5.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                     7.5.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                     7.5.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                     7.5.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
                     7.5.5 Brazil
                         7.5.5.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.5.5.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.5.5.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.5.5.4 Market estimates and forecasts, by product, 2017 -2027 (USD Million)
                     7.5.6 Argentina
                         7.5.6.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                         7.5.6.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                         7.5.6.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                         7.5.6.4 Market estimates and forecasts, by product, 2017 -2027 (USD Million)
                7.6 Middle East & Africa
                     7.6.1 Market estimates and forecasts, 2016 - 2027 (USD Million)
                     7.6.2 Market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
                     7.6.3 Market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
                     7.6.4 Market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Chapter 8 Competitive Landscape
                 8.1 Key global players, recent developments & their impact on the industry
                 8.2 Key Company/Competition Categorization
                 8.3 Competitive Dashboard Analysis
                 8.4 Vendor Landscape
Chapter 9 Company Profiles
                 9.1 Combined Systems, Inc.
                     9.1.1 Company Overview
                     9.1.2 Financial Performance
                     9.1.3 Product Benchmarking
                     9.1.4 Strategic Initiatives
                 9.2 Lightfield Ammunition Corporation
                     9.2.1 Company Overview
                     9.2.2 Financial Performance
                     9.2.3 Product Benchmarking
                     9.2.4 Strategic Initiatives
                 9.3 Federal Ammunition
                     9.3.1 Company Overview
                     9.3.2 Financial Performance
                     9.3.3 Product Benchmarking
                     9.3.4 Strategic Initiatives
                 9.4 Nonlethal Technologies, Inc
                     9.4.1 Company Overview
                     9.4.2 Financial Performance
                     9.4.3 Product Benchmarking
                     9.4.4 Strategic Initiatives
                 9.5 The Safariland Group
                     9.5.1 Company Overview
                     9.5.2 Financial Performance
                     9.5.3 Product Benchmarking
                     9.5.4 Strategic Initiatives
                 9.6 Amtec Less Lethal Systems Inc
                     9.6.1 Company Overview
                     9.6.2 Financial Performance
                     9.6.3 Product Benchmarking
                     9.6.4 Strategic Initiatives
                 9.7 Mace Security International, Inc.
                     9.7.1 Company Overview
                     9.7.2 Financial Performance
                     9.7.3 Product Benchmarking
                     9.7.4 Strategic Initiatives
                 9.8 Sage Control Ordnance, Inc
                     9.8.1 Company Overview
                     9.8.2 Financial Performance
                     9.8.3 Product Benchmarking
                     9.8.4 Strategic Initiatives
                 9.9 Security Devices International, Inc.
                     9.9.1 Company Overview
                     9.9.2 Financial Performance
                     9.9.3 Product Benchmarking
                     9.9.4 Strategic Initiatives
                 9.10 Winchester Ammunition
                     9.10.1 Company Overview
                     9.10.2 Financial Performance
                     9.10.3 Product Benchmarking
                     9.10.4 Strategic Initiatives
                 9.11 Chemring Group PLC
                     9.11.1 Company Overview
                     9.11.2 Financial Performance
                     9.11.3 Product Benchmarking
                     9.11.4 Strategic Initiatives
                 9.12 Rheinmetall AG
                     9.12.1 Company Overview
                     9.12.2 Financial Performance
                     9.12.3 Product Benchmarking
                     9.12.4 Strategic Initiatives
                 9.13 Verney-Carron SA
                     9.13.1 Company Overview
                     9.13.2 Financial Performance
                     9.13.3 Product Benchmarking
                     9.13.4 Strategic Initiatives
                 9.14 Brenneke Ammunition GmbH
                     9.14.1 Company Overview
                     9.14.2 Financial Performance
                     9.14.3 Product Benchmarking
                     9.14.4 Strategic Initiatives
                 9.15 Trust Eibarres SA
                     9.15.1 Company Overview
                     9.15.2 Financial Performance
                     9.15.1 Product Benchmarking
                     9.15.2 Strategic Initiatives


List of Tables

Table 1 Less lethal ammunition market estimates and forecasts, by shotguns, 2016 - 2027 (USD Million)
Table 2 Less lethal ammunition market estimates and forecasts, by launchers, 2016 - 2027 (USD Million)
Table 3 Less lethal ammunition market estimates and forecasts, by other weapon types, 2016 - 2027 (USD Million)
Table 4 Less lethal ammunition market estimates and forecasts, in law enforcement, 2016 - 2027 (USD Million)
Table 5 Less lethal ammunition market estimates and forecasts, in military, 2016 - 2027 (USD Million)
Table 6 Less lethal ammunition market estimates and forecasts, in other end-uses, 2016 - 2027 (USD Million)
Table 7 Rubber bullets market estimates and forecasts, 2016 - 2027 (USD Million)
Table 8 Bean bag rounds market estimates and forecasts, 2016 - 2027 (USD Million)
Table 9 Polyethylene/Plastic bullets market estimates and forecasts, 2016 - 2027 (USD Million)
Table 10 OC/CS & smoke munitions market estimates and forecasts, 2016 - 2027 (USD Million)
Table 11 Flash bag rounds market estimates and forecasts, 2016 - 2027 (USD Million)
Table 12 Paintballs market estimates and forecasts, 2016 - 2027 (USD Million)
Table 13 Other ammunition market estimates and forecasts, 2016 - 2027 (USD Million)
Table 14 North America less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 15 North America less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 16 North America less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 17 U.S. less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 18 U.S. less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 19 U.S. less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 20 Canada less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 21 Canada less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027
Table 22 Canada less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 23 Mexico less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 24 Mexico less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 25 Mexico less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 26 Europe less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 27 Europe less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 28 Europe less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 29 U.K. less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 30 U.K. less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 31 U.K. less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 32 Germany less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 33 Germany less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 34 Germany less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 35 France less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 36 France less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 37 France less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 38 Russia less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 39 Russia less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 40 Russia less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 41 Spain less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 42 Spain less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 43 Spain less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 44 Asia Pacific less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 45 Asia Pacific less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 46 Asia Pacific less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 47 China less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 48 China less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 49 China less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 50 Japan less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 51 Japan less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 52 Japan less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 53 India less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 54 India less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 55 India less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 56 Australia less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 57 Australia less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 58 Australia less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 59 Singapore less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 60 Singapore less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 61 Singapore less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 62 Central & South America less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 63 Central & South America less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 64 Central & South America less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 65 Brazil less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 66 Brazil less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 67 Brazil less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 68 Argentina less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 69 Argentina less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 70 Argentina less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)
Table 71 Middle East & Africa less lethal ammunition market estimates and forecasts, by weapon type, 2016 - 2027 (USD Million)
Table 72 Middle East & Africa less lethal ammunition market estimates and forecasts, by end-use, 2016 - 2027 (USD Million)
Table 73 Middle East & Africa less lethal ammunition market estimates and forecasts, by product, 2016 - 2027 (USD Million)


List of Figures

Fig. 1 Information procurement
Fig. 2 Primary research pattern
Fig. 3 Primary research process
Fig. 4 Primary research approaches
Fig. 5 Less lethal ammunition market: Market segmentation
Fig. 6 Penetration & growth prospect mapping
Fig. 7 Less lethal ammunition market - Value chain analysis
Fig. 8 Less lethal ammunition market - Market dynamics
Fig. 9 Less lethal ammunition market: Market driver analysis
Fig. 10 Less lethal ammunition market: Market restraint analysis
Fig. 11 Less lethal ammunition market - Porter’s five forces analysis
Fig. 12 Less lethal ammunition market: Weapon type movement analysis, 2019 & 2027
Fig. 13 Less lethal ammunition market - End-use movement analysis, 2019 & 2027
Fig. 14 Less lethal ammunition market - Product movement analysis, 2019 & 2027
Fig. 15 Less lethal ammunition market: - Regional overview
Fig. 16 Less lethal ammunition market -Competition Categorization

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