内視鏡再処理市場規模、成長と動向分析レポート 2025-2033年

内視鏡再処理市場 – 製品（高水準消毒剤および試験紙、洗剤およびワイプ、自動内視鏡再処理装置）、用途別、地域、セグメント別予測による市場規模、成長と動向分析レポート 2025-2033年

世界の内視鏡再処理市場規模は、2024年に17億1,000万米ドルに達すると推定され、2025年から2033年にかけて6.64%のCAGRで成長し、2033年には30億2,000万米ドルに達すると予測されています。汚染された内視鏡による感染症の増加と、低侵襲手術への嗜好の高まりが、市場の成長を促進すると予想されています。

Endoscope Reprocessing Market Summary

The global endoscope reprocessing market size was estimated at USD 1.71 billion in 2024 and is projected to reach USD 3.02 billion by 2033, growing at a CAGR of 6.64% from 2025 to 2033. Growing infections caused by contaminated endoscopes and increasing preference for minimally invasive surgery are anticipated to boost market growth.

According to a study called “Cannulation rates and technical performance evaluation of commercially available single-use duodenoscopes for endoscopic retrograde cholangiopancreatography: A systematic review and meta-analysis” published in January 2024, the range of infections related to duodenoscopes was between 0.4% to 1%.

The increasing respiratory disease burden, mainly chronic obstructive pulmonary disorders (COPD), is driving market growth rapidly. According to the JAMA Network report, the global prevalence of COPD was estimated to be 10.6% in 2020, which equals 480 million cases across both genders. The report shows that cases are expected to rise by 112 million to 592 million by 2050, which is 9.5% of the population. This indicates a relative increase of 23.3% from 2020 to 2050. As a result, the demand for endoscopic devices is increasing significantly for early disease diagnosis and treatment, which is further propelling the market growth.

Endoscope Reprocessing Market Report Scope

Global Endoscopes Reprocessing Market Report Segmentation

This report forecasts revenue and volume growth at global, regional, and country levels and analyzes industry trends in each sub-segment from 2021 to 2033. For this study, Grand View Research, Inc. has segmented the endoscope reprocessing market report based on product, end-use, and region:

• Product Outlook (Revenue, USD Million, 2021 – 2033)
• High-Level Disinfectants and Test Strips
• Detergents and Wipes
• Automated Endoscope Reprocessors

o By Type

o Single basin

o Double basin

o By Portability

o Standalone

o Portable

• Endoscope Drying, Storage, and Transport Systems
• Others
• End-use Outlook (Revenue, USD Million, 2021 – 2033)
• Hospitals
• Ambulatory Surgical Centers (ASCs)
• Regional Outlook (Revenue, USD Million, 2021 – 2033)
• North America

o U.S.

o Canada

o Europe

• Germany

o UK

o Spain

o Italy

o France

o Denmark

o Norway

o Sweden

• Asia Pacific

o Japan

o China

o India

o Australia

o Thailand

o South Korea

• Latin America

o Brazil

o Mexico

o Argentina

• MEA

o South Africa

o Saudi Arabia

o UAE

o Kuwait

Table of Contents

Chapter 1. Methodology and Scope

1.1. Market Segmentation & Scope

1.1.1. Segment scope

1.1.2. Regional scope

1.1.3. Estimates and forecast timeline

1.2. Research Methodology

1.3. Information Procurement

1.3.1. Purchased database

1.3.2. GVR’s internal database

1.3.3. Secondary sources

1.3.4. Primary research

1.3.5. Details of primary research

1.4. Information or Data Analysis

1.4.1. Data analysis models

1.5. Market Formulation & Validation

1.6. Model Details

1.6.1. Commodity flow analysis (Model 1)

1.6.1.1. Approach 1: Commodity flow approach

1.7. Research Assumptions

1.8. List of Secondary Sources

1.9. List of Primary Sources

Chapter 2. Executive Summary

2.1. Market Outlook

2.2. Segment Outlook

2.2.1. Product outlook

2.2.2. End Use outlook

2.2.3. Regional outlook

2.3. Competitive Insights

Chapter 3. Endoscope Reprocessing Market Variables, Trends & Scope

3.1. Market Lineage Outlook

3.1.1. Ancillary market outlook

3.2. Market Dynamics

3.2.1. Market driver analysis

3.2.1.1. Increasing preference for minimally invasive surgery

3.2.1.2. Growing number of infections caused by contaminated endoscopes

3.2.1.3. Increasing respiratory disease burden

3.2.1.4. Technological advancements in endoscope reprocessing

3.2.2. Market restraint analysis

3.2.2.1. Rising shift towards disposable endoscopes

3.2.2.2. Product recalls

3.3. Endoscope reprocessing: Market Analysis Tools

3.3.1. Industry Analysis – Porter’s

3.3.2. PESTLE Analysis

3.4. Regulatory Framework

Chapter 4. Endoscope Reprocessing Market Segment Analysis, By Product, 2021 – 2033 (USD Million)

4.1. Definition and Scope

4.2. Product Market Share Analysis, 2024 & 2033

4.3. Segment Dashboard

4.4. Global endoscope reprocessing Market, by product, 2021 – 2033

4.5. High-Level Disinfectants and Test Strips

4.5.1. High-level disinfectants and test strips market estimates and forecasts, 2021 – 2033 (USD Million)

4.6. Detergents and wipes

4.6.1. Detergents and wipes market estimates and forecasts, 2021 – 2033 (USD Million)

4.7. Automated Endoscope Reprocessors (AERs)

4.7.1. Automated endoscope reprocessors (AERs) market estimates and forecasts, 2021 – 2033 (USD Million)

4.7.2. Type

4.7.3. Type market estimates and forecasts, 2021 – 2033 (USD Million)

4.7.3.1. Single basin

4.7.3.1.1. Single basin market estimates and forecasts, 2021 – 2033 (USD Million)

4.7.3.2. Double basin

4.7.3.2.1. Double basin market estimates and forecasts, 2021 – 2033 (USD Million)

4.7.4. Portability

4.7.5. Portability market estimates and forecasts, 2021 – 2033 (USD Million)

4.7.5.1. Standalone

4.7.5.1.1. Standalone market estimates and forecasts, 2021 – 2033 (USD Million)

4.7.5.2. Portable

4.7.5.2.1. Portable market estimates and forecasts, 2021 – 2033 (USD Million)

4.8. Endoscope Drying, Storage, and Transport Systems

4.8.1. Endoscope drying, storage, and transport systems market estimates and forecasts, 2021 – 2033 (USD Million)

4.9. Others

4.9.1. Others market estimates and forecasts, 2021 – 2033 (USD Million)

Chapter 5. Endoscope Reprocessing Market Segment Analysis, By End Use, 2021 – 2033 (USD Million)

5.1. Definition and Scope

5.2. End Use Market Share Analysis, 2024 & 2033

5.3. Segment Dashboard

5.4. Global endoscope reprocessing Market, by end use, 2021 – 2033

5.5. Hospitals

5.5.1. Hospitals market estimates and forecasts, 2021 – 2033 (USD Million)

5.6. Ambulatory Surgical Centers (ASCs)

5.6.1. Ambulatory surgical centers (ASCs) market estimates and forecasts, 2021 – 2033 (USD Million)

Chapter 6. Endoscope Reprocessing Market Segment Analysis, By Region, By Product, By End Use, 2021 – 2033 (USD Million)

6.1. Regional Market Share Analysis, 2024 & 2033

6.2. Regional Market Dashboard

6.3. Regional Market Snapshot

6.4. Endoscope Reprocessing Market Share by Region, 2024 & 2033:

6.5. North America

6.5.1. North America endoscope reprocessing market, 2021 – 2033 (USD Million)

6.5.2. U.S.

6.5.2.1. U.S. endoscope reprocessing market, 2021 – 2033 (USD Million)

6.5.3. Canada

6.5.3.1. Canada endoscope reprocessing market, 2021 – 2033 (USD Million)

6.5.4. Mexico

6.5.4.1. Mexico endoscope reprocessing market, 2021 – 2033 (USD Million)

6.6. Europe

6.6.1. Europe endoscope reprocessing market, 2021 – 2033 (USD Million)

6.6.2. UK

6.6.2.1. UK endoscope reprocessing market, 2021 – 2033 (USD Million)

6.6.3. Germany

6.6.3.1. Germany endoscope reprocessing market, 2021 – 2033 (USD Million)

6.6.4. France

6.6.4.1. France endoscope reprocessing market, 2021 – 2033 (USD Million)

6.6.5. Italy

6.6.5.1. Italy endoscope reprocessing market, 2021 – 2033 (USD Million)

6.6.6. Spain

6.6.6.1. Spain endoscope reprocessing market, 2021 – 2033 (USD Million)

6.6.7. Norway

6.6.7.1. Norway endoscope reprocessing market, 2021 – 2033 (USD Million)

6.6.8. Sweden

6.6.8.1. Sweden endoscope reprocessing market, 2021 – 2033 (USD Million)

6.6.9. Denmark

6.6.9.1. Denmark endoscope reprocessing market, 2021 – 2033 (USD Million)

6.7. Asia Pacific

6.7.1. Japan

6.7.1.1. Japan endoscope reprocessing market, 2021 – 2033 (USD Million)

6.7.2. China

6.7.2.1. China endoscope reprocessing market, 2021 – 2033 (USD Million)

6.7.3. India

6.7.3.1. India endoscope reprocessing market, 2021 – 2033 (USD Million)

6.7.4. Australia

6.7.4.1. Australia endoscope reprocessing market, 2021 – 2033 (USD Million)

6.7.5. South Korea

6.7.5.1. South Korea endoscope reprocessing market, 2021 – 2033 (USD Million)

6.7.6. Thailand

6.7.6.1. Thailand endoscope reprocessing market, 2021 – 2033 (USD Million)

6.8. Latin America

6.8.1. Brazil

6.8.1.1. Brazil endoscope reprocessing market, 2021 – 2033 (USD Million)

6.8.2. Argentina

6.8.2.1. Argentina endoscope reprocessing market, 2021 – 2033 (USD Million)

6.9. MEA

6.9.1. South Africa

6.9.1.1. South Africa endoscope reprocessing market, 2021 – 2033 (USD Million)

6.9.2. Saudi Arabia

6.9.2.1. Saudi Arabia endoscope reprocessing market, 2021 – 2033 (USD Million)

6.9.3. UAE

6.9.3.1. UAE endoscope reprocessing market, 2021 – 2033 (USD Million)

6.9.4. Kuwait

6.9.4.1. Kuwait endoscope reprocessing market, 2021 – 2033 (USD Million)

Chapter 7. Competitive Landscape

7.1. Recent Developments & Impact Analysis, By Key Market Participants

7.2. Company Categorization

7.3. Company Profiles

7.3.1. Cantel Medical

7.3.1.1. Company overview

7.3.1.2. Financial performance

7.3.1.3. Product benchmarking

7.3.1.4. Strategic initiatives

7.3.2. Fortive Corporation (Advanced Sterilization Products)

7.3.2.1. Company overview

7.3.2.2. Financial performance

7.3.2.3. Product benchmarking

7.3.2.4. Strategic initiatives

7.3.3. Olympus Corporation

7.3.3.1. Company overview

7.3.3.2. Financial performance

7.3.3.3. Product benchmarking

7.3.3.4. Strategic initiatives

7.3.4. Ecolab

7.3.4.1. Company overview

7.3.4.2. Financial performance

7.3.4.3. Product benchmarking

7.3.4.4. Strategic initiatives

7.3.5. Getinge AB

7.3.5.1. Company overview

7.3.5.2. Financial performance

7.3.5.3. Product benchmarking

7.3.5.4. Strategic initiatives

7.3.6. STERIS

7.3.6.1. Company overview

7.3.6.2. Financial performance

7.3.6.3. Product benchmarking

7.3.6.4. Strategic initiatives

7.3.7. Steelco S.p.A

7.3.7.1. Company overview

7.3.7.2. Financial performance

7.3.7.3. Product benchmarking

7.3.7.4. Strategic initiatives

7.3.8. ARC Group of Companies Inc.

7.3.8.1. Company overview

7.3.8.2. Financial performance

7.3.8.3. Product benchmarking

7.3.8.4. Strategic initiatives

7.3.9. Metrex Research, LLC.

7.3.9.1. Company overview

7.3.9.2. Financial performance

7.3.9.3. Product benchmarking

7.3.9.4. Strategic initiatives

7.3.10. Shinva Medical Instrument Co. Ltd.

7.3.10.1. Company overview

7.3.10.2. Financial performance

7.3.10.3. Product benchmarking

7.3.10.4. Strategic initiatives

7.3.11. Belimed

7.3.11.1. Company overview

7.3.11.2. Financial performance

7.3.11.3. Product benchmarking

7.3.11.4. Strategic initiatives

List of Tables

Table 1 List of Secondary Sources

Table 2 List of Abbreviations

Table 3 Global endoscope reprocessing market, by region, 2021 – 2033 (USD Million)

Table 4 Global endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 5 Global endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 6 North America endoscope reprocessing market, by region, 2021 – 2033 (USD Million)

Table 7 North America endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 8 North America endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 9 U.S. endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 10 U.S. endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 11 Canada endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 12 Canada endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 13 Mexico endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 14 Mexico endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 15 Europe endoscope reprocessing market, by region, 2021 – 2033 (USD Million)

Table 16 Europe endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 17 Europe endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 18 Germany endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 19 Germany endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 20 UK endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 21 UK endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 22 France endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 23 France endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 24 Italy endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 25 Italy endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 26 Spain endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 27 Spain endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 28 Denmark endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 29 Denmark endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 30 Sweden endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 31 Sweden endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 32 Norway endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 33 Norway endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 34 Asia Pacific endoscope reprocessing market, by region, 2021 – 2033 (USD Million)

Table 35 Asia Pacific Endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 36 Asia Pacific endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 37 China endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 38 China endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 39 Japan endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 40 Japan endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 41 India endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 42 India endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 43 South Korea endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 44 South Korea endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 45 Australia endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 46 Australia endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 47 Thailand endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 48 Thailand Endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 49 Latin America endoscope reprocessing market, by region, 2021 – 2033 (USD Million)

Table 50 Latin America endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 51 Latin America endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 52 Brazil endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 53 Brazil endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 54 Argentina endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 55 Argentina endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 56 MEA endoscope reprocessing market, by region, 2021 – 2033 (USD Million)

Table 57 MEA endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 58 MEA endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 59 South Africa endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 60 South Africa endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 61 Saudi Arabia endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 62 Saudi Arabia endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 63 UAE endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 64 UAE endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

Table 65 Kuwait endoscope reprocessing market, by product, 2021 – 2033 (USD Million)

Table 66 Kuwait endoscope reprocessing market, by end use, 2021 – 2033 (USD Million)

List of figures

Fig. 1 Market research process

Fig. 2 Data triangulation techniques

Fig. 3 Primary research pattern

Fig. 4 Market research approaches

Fig. 5 Value-chain-based sizing & forecasting

Fig. 6 QFD modeling for market share assessment

Fig. 7 Market formulation & validation

Fig. 8 Endoscope reprocessing market: outlook

Fig. 9 Endoscope reprocessing competitive insights

Fig. 10 Ancillary market outlook

Fig. 11 Endoscope reprocessing market driver impact

Fig. 12 Endoscope reprocessing market restraint impact

Fig. 13 Porter’s Analysis

Fig. 14 PESTLE Analysis

Fig. 15 Endoscope reprocessing market: Product movement analysis

Fig. 16 Endoscope reprocessing market: Product outlook and key takeaways

Fig. 17 High-level disinfectants and test strips market estimates and forecast, 2021 – 2033

Fig. 18 Detergents and wipes market estimates and forecast, 2021 – 2033

Fig. 19 Automated endoscope reprocessors (AERs) market estimates and forecast, 2021 – 2033

Fig. 20 Type market estimates and forecast, 2021 – 2033

Fig. 21 Single basin market estimates and forecast, 2021 – 2033

Fig. 22 Double basin market estimates and forecast, 2021 – 2033

Fig. 23 Portability market estimates and forecast, 2021 – 2033

Fig. 24 Standalone market estimates and forecast, 2021 – 2033

Fig. 25 Portable market estimates and forecast, 2021 – 2033

Fig. 26 Endoscope drying, storage, and transport systems market estimates and forecast, 2021 – 2033

Fig. 27 Others market estimates and forecast, 2021 – 2033

Fig. 28 Endoscope reprocessing market: End Use movement analysis

Fig. 29 Endoscope reprocessing market: End Use outlook and key takeaways

Fig. 30 Hospitals market estimates and forecasts, 2021 – 2033

Fig. 31 Ambulatory surgical centers (ASCs) market estimates and forecasts,2021 – 2033

Fig. 32 Global endoscope reprocessing market: Regional movement analysis

Fig. 33 Global endoscope reprocessing market: Regional outlook and key takeaways

Fig. 34 North America endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 35 Key country dynamics

Fig. 36 U.S. endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 37 Key country dynamics

Fig. 38 Canada endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 39 Key country dynamics

Fig. 40 Mexico endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 41 Key country dynamics

Fig. 42 Europe endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 43 Key country dynamics

Fig. 44 UK endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 45 Key country dynamics

Fig. 46 Germany endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 47 Key country dynamics

Fig. 48 Spain endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 49 Key country dynamics

Fig. 50 France endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 51 Key country dynamics

Fig. 52 Italy endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 53 Key country dynamics

Fig. 54 Norway endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 55 Key country dynamics

Fig. 56 Denmark endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 57 Key country dynamics

Fig. 58 Sweden endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 59 Asia Pacific endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 60 Key country dynamics

Fig. 61 Japan endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 62 Key country dynamics

Fig. 63 China endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 64 Key country dynamics

Fig. 65 India endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 66 Key country dynamics

Fig. 67 Australia endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 68 Key country dynamics

Fig. 69 South Korea endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 70 Key country dynamics

Fig. 71 Thailand endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 72 Latin America endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 73 Key country dynamics

Fig. 74 Brazil endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 75 Key country dynamics

Fig. 76 Argentina endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 77 MEA endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 78 Key country dynamics

Fig. 79 South Africa endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 80 Key country dynamics

Fig. 81 Saudi Arabia endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 82 Key country dynamics

Fig. 83 UAE endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 84 Key country dynamics

Fig. 85 Kuwait endoscope reprocessing market estimates and forecasts, 2021 – 2033 (USD Million)

Fig. 86 Key company categorization

Fig. 87 Heat map analysis, 2023 – 2024

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