Articles | Volume 22, issue 19
https://doi.org/10.5194/acp-22-13229-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/acp-22-13229-2022
© Author(s) 2022. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
Spatiotemporal continuous estimates of daily 1 km PM2.5 from 2000 to present under the Tracking Air Pollution in China (TAP) framework
Qingyang Xiao
State Key Joint Laboratory of Environment Simulation and Pollution
Control, School of Environment, Tsinghua University, Beijing 100084, China
State Key Joint Laboratory of Environment Simulation and Pollution
Control, School of Environment, Tsinghua University, Beijing 100084, China
Shigan Liu
Ministry of Education Key Laboratory for Earth System Modelling,
Department of Earth System Science, Tsinghua University, Beijing 100084,
China
Jiajun Liu
State Key Joint Laboratory of Environment Simulation and Pollution
Control, School of Environment, Tsinghua University, Beijing 100084, China
School of Public Health, Key Laboratory of Public Health Safety of the
Ministry of Education and Key Laboratory of Health Technology Assessment of
the Ministry of Health, Fudan University, Shanghai 200032, China
Qiang Zhang
Ministry of Education Key Laboratory for Earth System Modelling,
Department of Earth System Science, Tsinghua University, Beijing 100084,
China
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Cited
87 citations as recorded by crossref.
- Estimating the seasonal and spatial variation of urban vegetation's PM2.5 removal capacity W. Yang et al.
- Spatiotemporal estimates and health risks of atmospheric trace metals across Hong Kong during 2016–2020 W. Sun et al.
- Association between short-term exposure to ambient fine particulate matter & components and the risk of spontaneous abortion J. He et al.
- Variations and possible causes of the December PM2.5 in Eastern China during 2000–2020 D. Bai et al.
- Assessing the affective quality of soundscape for individuals: Using third-party assessment combined with an artificial intelligence (TPA-AI) model L. Wang et al.
- Effects of fine particulate matter mass and chemical components on oxidative DNA damage in human early placenta M. Chu et al.
- Ambient Ozone Exposure, Semen Plasma Metabolites, and Sperm Quality Decline among Adult Men in Wuhan China Y. Zhang et al.
- Historical and future health burden attributable to PM2.5 exposure in China Y. Bai et al.
- Identifying Key Sources for Air Pollution and CO2 Emission Co-control in China Y. Zheng et al.
- Air pollution deterioration prior to dissipation induced by complex topography: A case study in the Sichuan Basin, southwestern China Y. Liu et al.
- Adaptive high-resolution mapping of air pollution with a novel implicit 3D representation approach T. Zhang et al.
- Estimation of black carbon concentration in China based on a dynamic weighted ensemble learning model K. Cai et al.
- Toward an Operational Machine-Learning-Based Model for Deriving the Real-Time Gapless Diurnal Cycle of Ozone Pollution in China with CLDAS Data N. Shang et al.
- Long-term exposure to PM 2.5 and all-cause mortality: 10-year follow-up of a multicentre population-based prospective study among rural Chinese population Y. Zhao et al.
- Accuracy assessment on eight public PM2.5 concentration datasets across China Y. Di et al.
- Knowledge-informed deep learning to mitigate bias in joint air pollutant prediction L. Li et al.
- Revealing air quality impacts of the clean heating campaign in northern China Y. He et al.
- A novel interpretable ensemble framework for atmospheric nitrate estimation in eastern China: Integrating chemical mechanisms and spatiotemporal dynamics K. Cai et al.
- Evaluation of low-temperature-related net mortality in southern urban China during the central-heating period in northern urban China Y. Huang et al.
- Extreme Ambient Air Pressure and Its Drop Between Neighboring Days Are Associated With an Increased Risk of Acute Myocardial Infarction Onset: A Case‐Crossover Study Q. Zeng et al.
- Projecting heat-related cardiovascular mortality burden attributable to human-induced climate change in China Q. Zhu et al.
- Forecasting Hospitalization for Adult Asthma Patients in Emergency Departments Based on Multiple Environmental and Clinical Factors H. Xi et al.
- The changing health effects of air pollution exposure for respiratory diseases: a multicity study during 2017–2022 S. Jiang et al.
- Specifying the Associations between PM2.5 Constituents and Gastrointestinal Cancer Incidence: Findings from a Prospective Cohort Study in Beijing, China L. Yang et al.
- Exosomal miR-129-2-3p promotes airway epithelial barrier disruption in PM2.5-aggravated asthma C. Wang et al.
- Periovulatory PM2.5 constituent exposures and human clinically recognized early pregnancy loss: Susceptible exposure time windows and high–risk constituents M. Wang et al.
- Association between urban heat islands and heat-related mortality in 70 pairs of adjacent urban-rural counties among 8 topographic regions in China Y. Huang et al.
- Individual and joint associations of PM 2.5 components with the mumps incidence: based on quantile g-computation and Bayesian kernel machine regression R. Li et al.
- The 2022 Summer record-breaking heatwave and health information-seeking behaviours: an infodemiology study in Mainland China Z. Li et al.
- 大气气溶胶尺度信息的卫星遥感反演:进展、挑战与展望(特邀) 晏. Yan Xing et al.
- The Associations of Prenatal Exposure to Fine Particulate Matter and Its Chemical Components with Allergic Rhinitis in Children and the Modification Effect of Polyunsaturated Fatty Acids: A Birth Cohort Study Y. Chen et al.
- High Spatial Resolution Nighttime PM2.5 Datasets in the Beijing–Tianjin–Hebei Region from 2015 to 2021 Using VIIRS/DNB and Deep Learning Model Y. Ma et al.
- Nonoptimum Temperatures Are More Closely Associated With Fatal Myocardial Infarction Than With Nonfatal Events P. Hu et al.
- Mediating effect of the normalised difference vegetation index between PM2.5 and its components and cardiovascular disease: evidence from CHARLS H. Zhu et al.
- Short-term effects of fine particulate matter constituents on mortality considering the mortality displacement in Zhejiang province, China J. Fu et al.
- Sex differences and dietary patterns in the association of air pollutants and hypertension C. Zhang et al.
- Association Between Long Term Exposure to PM2.5 and Its Components on Severe Obesity in Chinese Children and Adolescents: A National Study in China T. Guo et al.
- Trends of PM2·5-attributable dementia deaths in the context of population ageing in China, 2000–60: a health impact assessment N. Kang et al.
- High-Resolution Mapping of Ground-Level PM2.5 in China Using FY-4A and FY-4B TOA Reflectance With Seamless Coverage T. Zhang et al.
- Using a novel strategy to investigate the spatially autocorrelated and clustered associations between short-term exposure to PM2.5 and mortality and the attributable burden: A case study in the Sichuan Basin, China W. Wang et al.
- Intelligence frameworks for environmental pollution assessment: a review on air and water quality monitoring systems A. Pati et al.
- Integration of WRF-Chem Model-Based, Satellite-Based, and Ground-Based Observation Data to Predict PM2.5 Concentration by Machine Learning Approach S. Chimla et al.
- Associations of residential green spaces with mental health among college freshmen: The mediating role of sleep duration Y. Zhang et al.
- Suitability Assessment of Remotely Sensed Urban Air Quality Data Z. Zhang et al.
- Impact of fine particulate matter on latent tuberculosis infection and active tuberculosis in older adults: a population-based multicentre cohort study T. Guo et al.
- Adverse associations of pre-pregnancy exposure to PM2.5 and its components with fetal growth alleviated by residential greenness: a prospective cohort study S. Dai et al.
- Regional Disparities in China's Sustainable Development under Different Classification Systems L. Yao et al.
- Exposure to PM2.5, seminal plasma metabolome, and semen quality among Chinese adult men: Association and potential mediation analyses Y. Zhang et al.
- Associations of long-term exposure to fine particulate matter and its constituents with gynecologic cancer incidence: A prospective cohort study from Beijing J. Guo et al.
- Short-term effect of sunshine duration on daily emergency visits for hip fractures in Beijing, China: a time-series study J. Chen et al.
- Evaluating urban and nonurban PM 2.5 variability under clean air actions in China during 2010–2022 based on a new high-quality dataset B. Liu et al.
- Estimating Black Carbon Concentrations in China by Combining Machine Learning Models and Optimization of Satellite-Based Input Schemes S. Li et al.
- PM2.5 Concentration Gap Reduction between Typical Urban and Nonurban China from 2000 to 2023 L. Guo et al.
- The mediation effect of asprosin on the association between ambient air pollution and diabetes mellitus in the elderly population in Taiyuan, China L. Song et al.
- Association between fine particulate matter and fecundability in Henan, China: A prospective cohort study R. Zhang et al.
- High-precision long time series simulation of toxic metallic and metalloid composition of PM2.5 in the Beijing-Tianjin-Hebei Region and surrounding areas of China: 0.01°× 0.01° spatial resolution Y. Li et al.
- Response of PM2.5 concentration to climate variability and climate change prediction in China W. Li et al.
- Gestational and Postpartum Exposure to PM2.5 Components and Glucose Metabolism in Chinese Women: A Prospective Cohort Study Y. Chen et al.
- Air pollution, meteorological factors, and cardiac remodelling in children: a multi-omics cohort study D. Zhang et al.
- A similarity distance-based space-time random forest model for estimating PM2.5 concentrations over China S. Guan et al.
- Evaluating Fine-Scale Winter Nighttime PM2.5 Concentrations and Population Exposure Using SDGSAT-1 Glimmer Imagery X. Liu et al.
- Learning physically interpretable deep networks from reanalysis data for medium-term regional PM2.5 forecasts M. Zhu et al.
- PM2.5 constituents and risk of influenza-like illness: A nationwide analysis in 289 Chinese cities D. Liu et al.
- Prenatal exposure to fine particulate matter chemical constituents and the risk of stillbirth and the mediating role of pregnancy complications: A cohort study T. Shi et al.
- Ozone Exposure and Gestational Diabetes in Twin Pregnancies: Exploring Critical Windows and Synergistic Risks A. Zhao et al.
- Bridging temporal gaps: AI-based temporal downscaling of biweekly NH3 to daily scale with spatial transferability S. Malik et al.
- Effect Modification by Socioeconomic Status on the Associations between Early Placental Protein Damage and Exposure to Ambient Air PM 2.5 Chemical Components J. Yang et al.
- PM2.5 constituent exposures and maternal circulatory homocysteine in early pregnancy X. Li et al.
- Quantifying the combined effects of semi-closed terrain and monsoon on PM2.5 and O3 pollution aggregation in the North China Plain S. Liu et al.
- Attributing meteorological contributions to wintertime PM2.5 in China across synoptic weather patterns using machine learning Y. Zhang et al.
- Long‐term air pollution exposure and incident migraine in middle aged and older adults: A population‐based study P. Zhang et al.
- Maternal exposure to PM2·5 and the risk of fetal congenital heart defects in China: a nationwide nested case–control study J. Duan et al.
- Using a novel strategy to identify the clustered regions of associations between short-term exposure to temperature and mortality and evaluate the inequality of heat- and cold-attributable burdens: A case study in the Sichuan Basin, China W. Wang et al.
- Ambient PM2.5, ozone and mortality in Chinese older adults: A nationwide cohort analysis (2005–2018) Y. Zhang et al.
- Health impact assessment on life expectancy gains ascribed to particulate matter reduction X. Lin et al.
- Simulating daily PM2.5 concentrations using wavelet analysis and artificial neural network with remote sensing and surface observation data Q. Guo et al.
- Air pollution may increase the sleep apnea severity: A nationwide analysis of smart device-based monitoring Q. Zhang et al.
- Association of long-term PM2.5 and its components exposure with ovarian hyperstimulation syndrome risk in assisted reproductive technology patients J. He et al.
- A study on identifying synergistic prevention and control regions for PM2.5 and O3 and exploring their spatiotemporal dynamic in China H. Wu et al.
- The effects of China’s poverty eradication program on sustainability and inequality Y. Pan et al.
- Environmental greenness, physical activity, and their synergistic effects on vital capacity weight index in children and adolescents exposed to PM2.5 and O3 in economically developed provinces of China Z. Song et al.
- Ecological analysis of air particulate matter exposure and depression among adolescents in developing regions of Hubei, China J. Chen et al.
- The key factor in shaping the historical and future PM2.5 urban-rural pattern in China W. Han et al.
- Daily mortality prediction under compound environmental stressors: Comparing epidemiological time series models and machine learning models W. Wang et al.
- Urban-rural disparity of low-temperature-related mortality from northernmost to southernmost regions in China Y. Huang et al.
- National environmental monitoring and local enforcement strategies J. Zhao et al.
- Long-Term Exposure to Fine Particulate Matter (PM2.5) Components and Precocious Puberty Among School-Aged Children: Cross-Sectional Study X. Zhou et al.
87 citations as recorded by crossref.
- Estimating the seasonal and spatial variation of urban vegetation's PM2.5 removal capacity W. Yang et al.
- Spatiotemporal estimates and health risks of atmospheric trace metals across Hong Kong during 2016–2020 W. Sun et al.
- Association between short-term exposure to ambient fine particulate matter & components and the risk of spontaneous abortion J. He et al.
- Variations and possible causes of the December PM2.5 in Eastern China during 2000–2020 D. Bai et al.
- Assessing the affective quality of soundscape for individuals: Using third-party assessment combined with an artificial intelligence (TPA-AI) model L. Wang et al.
- Effects of fine particulate matter mass and chemical components on oxidative DNA damage in human early placenta M. Chu et al.
- Ambient Ozone Exposure, Semen Plasma Metabolites, and Sperm Quality Decline among Adult Men in Wuhan China Y. Zhang et al.
- Historical and future health burden attributable to PM2.5 exposure in China Y. Bai et al.
- Identifying Key Sources for Air Pollution and CO2 Emission Co-control in China Y. Zheng et al.
- Air pollution deterioration prior to dissipation induced by complex topography: A case study in the Sichuan Basin, southwestern China Y. Liu et al.
- Adaptive high-resolution mapping of air pollution with a novel implicit 3D representation approach T. Zhang et al.
- Estimation of black carbon concentration in China based on a dynamic weighted ensemble learning model K. Cai et al.
- Toward an Operational Machine-Learning-Based Model for Deriving the Real-Time Gapless Diurnal Cycle of Ozone Pollution in China with CLDAS Data N. Shang et al.
- Long-term exposure to PM 2.5 and all-cause mortality: 10-year follow-up of a multicentre population-based prospective study among rural Chinese population Y. Zhao et al.
- Accuracy assessment on eight public PM2.5 concentration datasets across China Y. Di et al.
- Knowledge-informed deep learning to mitigate bias in joint air pollutant prediction L. Li et al.
- Revealing air quality impacts of the clean heating campaign in northern China Y. He et al.
- A novel interpretable ensemble framework for atmospheric nitrate estimation in eastern China: Integrating chemical mechanisms and spatiotemporal dynamics K. Cai et al.
- Evaluation of low-temperature-related net mortality in southern urban China during the central-heating period in northern urban China Y. Huang et al.
- Extreme Ambient Air Pressure and Its Drop Between Neighboring Days Are Associated With an Increased Risk of Acute Myocardial Infarction Onset: A Case‐Crossover Study Q. Zeng et al.
- Projecting heat-related cardiovascular mortality burden attributable to human-induced climate change in China Q. Zhu et al.
- Forecasting Hospitalization for Adult Asthma Patients in Emergency Departments Based on Multiple Environmental and Clinical Factors H. Xi et al.
- The changing health effects of air pollution exposure for respiratory diseases: a multicity study during 2017–2022 S. Jiang et al.
- Specifying the Associations between PM2.5 Constituents and Gastrointestinal Cancer Incidence: Findings from a Prospective Cohort Study in Beijing, China L. Yang et al.
- Exosomal miR-129-2-3p promotes airway epithelial barrier disruption in PM2.5-aggravated asthma C. Wang et al.
- Periovulatory PM2.5 constituent exposures and human clinically recognized early pregnancy loss: Susceptible exposure time windows and high–risk constituents M. Wang et al.
- Association between urban heat islands and heat-related mortality in 70 pairs of adjacent urban-rural counties among 8 topographic regions in China Y. Huang et al.
- Individual and joint associations of PM 2.5 components with the mumps incidence: based on quantile g-computation and Bayesian kernel machine regression R. Li et al.
- The 2022 Summer record-breaking heatwave and health information-seeking behaviours: an infodemiology study in Mainland China Z. Li et al.
- 大气气溶胶尺度信息的卫星遥感反演:进展、挑战与展望(特邀) 晏. Yan Xing et al.
- The Associations of Prenatal Exposure to Fine Particulate Matter and Its Chemical Components with Allergic Rhinitis in Children and the Modification Effect of Polyunsaturated Fatty Acids: A Birth Cohort Study Y. Chen et al.
- High Spatial Resolution Nighttime PM2.5 Datasets in the Beijing–Tianjin–Hebei Region from 2015 to 2021 Using VIIRS/DNB and Deep Learning Model Y. Ma et al.
- Nonoptimum Temperatures Are More Closely Associated With Fatal Myocardial Infarction Than With Nonfatal Events P. Hu et al.
- Mediating effect of the normalised difference vegetation index between PM2.5 and its components and cardiovascular disease: evidence from CHARLS H. Zhu et al.
- Short-term effects of fine particulate matter constituents on mortality considering the mortality displacement in Zhejiang province, China J. Fu et al.
- Sex differences and dietary patterns in the association of air pollutants and hypertension C. Zhang et al.
- Association Between Long Term Exposure to PM2.5 and Its Components on Severe Obesity in Chinese Children and Adolescents: A National Study in China T. Guo et al.
- Trends of PM2·5-attributable dementia deaths in the context of population ageing in China, 2000–60: a health impact assessment N. Kang et al.
- High-Resolution Mapping of Ground-Level PM2.5 in China Using FY-4A and FY-4B TOA Reflectance With Seamless Coverage T. Zhang et al.
- Using a novel strategy to investigate the spatially autocorrelated and clustered associations between short-term exposure to PM2.5 and mortality and the attributable burden: A case study in the Sichuan Basin, China W. Wang et al.
- Intelligence frameworks for environmental pollution assessment: a review on air and water quality monitoring systems A. Pati et al.
- Integration of WRF-Chem Model-Based, Satellite-Based, and Ground-Based Observation Data to Predict PM2.5 Concentration by Machine Learning Approach S. Chimla et al.
- Associations of residential green spaces with mental health among college freshmen: The mediating role of sleep duration Y. Zhang et al.
- Suitability Assessment of Remotely Sensed Urban Air Quality Data Z. Zhang et al.
- Impact of fine particulate matter on latent tuberculosis infection and active tuberculosis in older adults: a population-based multicentre cohort study T. Guo et al.
- Adverse associations of pre-pregnancy exposure to PM2.5 and its components with fetal growth alleviated by residential greenness: a prospective cohort study S. Dai et al.
- Regional Disparities in China's Sustainable Development under Different Classification Systems L. Yao et al.
- Exposure to PM2.5, seminal plasma metabolome, and semen quality among Chinese adult men: Association and potential mediation analyses Y. Zhang et al.
- Associations of long-term exposure to fine particulate matter and its constituents with gynecologic cancer incidence: A prospective cohort study from Beijing J. Guo et al.
- Short-term effect of sunshine duration on daily emergency visits for hip fractures in Beijing, China: a time-series study J. Chen et al.
- Evaluating urban and nonurban PM 2.5 variability under clean air actions in China during 2010–2022 based on a new high-quality dataset B. Liu et al.
- Estimating Black Carbon Concentrations in China by Combining Machine Learning Models and Optimization of Satellite-Based Input Schemes S. Li et al.
- PM2.5 Concentration Gap Reduction between Typical Urban and Nonurban China from 2000 to 2023 L. Guo et al.
- The mediation effect of asprosin on the association between ambient air pollution and diabetes mellitus in the elderly population in Taiyuan, China L. Song et al.
- Association between fine particulate matter and fecundability in Henan, China: A prospective cohort study R. Zhang et al.
- High-precision long time series simulation of toxic metallic and metalloid composition of PM2.5 in the Beijing-Tianjin-Hebei Region and surrounding areas of China: 0.01°× 0.01° spatial resolution Y. Li et al.
- Response of PM2.5 concentration to climate variability and climate change prediction in China W. Li et al.
- Gestational and Postpartum Exposure to PM2.5 Components and Glucose Metabolism in Chinese Women: A Prospective Cohort Study Y. Chen et al.
- Air pollution, meteorological factors, and cardiac remodelling in children: a multi-omics cohort study D. Zhang et al.
- A similarity distance-based space-time random forest model for estimating PM2.5 concentrations over China S. Guan et al.
- Evaluating Fine-Scale Winter Nighttime PM2.5 Concentrations and Population Exposure Using SDGSAT-1 Glimmer Imagery X. Liu et al.
- Learning physically interpretable deep networks from reanalysis data for medium-term regional PM2.5 forecasts M. Zhu et al.
- PM2.5 constituents and risk of influenza-like illness: A nationwide analysis in 289 Chinese cities D. Liu et al.
- Prenatal exposure to fine particulate matter chemical constituents and the risk of stillbirth and the mediating role of pregnancy complications: A cohort study T. Shi et al.
- Ozone Exposure and Gestational Diabetes in Twin Pregnancies: Exploring Critical Windows and Synergistic Risks A. Zhao et al.
- Bridging temporal gaps: AI-based temporal downscaling of biweekly NH3 to daily scale with spatial transferability S. Malik et al.
- Effect Modification by Socioeconomic Status on the Associations between Early Placental Protein Damage and Exposure to Ambient Air PM 2.5 Chemical Components J. Yang et al.
- PM2.5 constituent exposures and maternal circulatory homocysteine in early pregnancy X. Li et al.
- Quantifying the combined effects of semi-closed terrain and monsoon on PM2.5 and O3 pollution aggregation in the North China Plain S. Liu et al.
- Attributing meteorological contributions to wintertime PM2.5 in China across synoptic weather patterns using machine learning Y. Zhang et al.
- Long‐term air pollution exposure and incident migraine in middle aged and older adults: A population‐based study P. Zhang et al.
- Maternal exposure to PM2·5 and the risk of fetal congenital heart defects in China: a nationwide nested case–control study J. Duan et al.
- Using a novel strategy to identify the clustered regions of associations between short-term exposure to temperature and mortality and evaluate the inequality of heat- and cold-attributable burdens: A case study in the Sichuan Basin, China W. Wang et al.
- Ambient PM2.5, ozone and mortality in Chinese older adults: A nationwide cohort analysis (2005–2018) Y. Zhang et al.
- Health impact assessment on life expectancy gains ascribed to particulate matter reduction X. Lin et al.
- Simulating daily PM2.5 concentrations using wavelet analysis and artificial neural network with remote sensing and surface observation data Q. Guo et al.
- Air pollution may increase the sleep apnea severity: A nationwide analysis of smart device-based monitoring Q. Zhang et al.
- Association of long-term PM2.5 and its components exposure with ovarian hyperstimulation syndrome risk in assisted reproductive technology patients J. He et al.
- A study on identifying synergistic prevention and control regions for PM2.5 and O3 and exploring their spatiotemporal dynamic in China H. Wu et al.
- The effects of China’s poverty eradication program on sustainability and inequality Y. Pan et al.
- Environmental greenness, physical activity, and their synergistic effects on vital capacity weight index in children and adolescents exposed to PM2.5 and O3 in economically developed provinces of China Z. Song et al.
- Ecological analysis of air particulate matter exposure and depression among adolescents in developing regions of Hubei, China J. Chen et al.
- The key factor in shaping the historical and future PM2.5 urban-rural pattern in China W. Han et al.
- Daily mortality prediction under compound environmental stressors: Comparing epidemiological time series models and machine learning models W. Wang et al.
- Urban-rural disparity of low-temperature-related mortality from northernmost to southernmost regions in China Y. Huang et al.
- National environmental monitoring and local enforcement strategies J. Zhao et al.
- Long-Term Exposure to Fine Particulate Matter (PM2.5) Components and Precocious Puberty Among School-Aged Children: Cross-Sectional Study X. Zhou et al.
Saved (final revised paper)
Latest update: 14 May 2026
Short summary
We provided complete coverage PM2.5 concentrations at a 1-km resolution from 2000 to the present, carefully considering the significant changes in land use characteristics in China. This high-resolution PM2.5 data successfully revealed the local-scale PM2.5 variations. We noticed changes in PM2.5 spatial patterns in association with the clean air policies, with the pollution hotspots having transferred from urban centers to rural regions with limited air quality monitoring.
We provided complete coverage PM2.5 concentrations at a 1-km resolution from 2000 to the...
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