Delivery of Suomi National Polar-orbiting Partnership (Suomi NPP) satellite data products will cease on November 1, 2026. Data users should transition now to alternative products from NOAA-21 and NOAA-20.
Suomi NPP data announcement
Publications Citing Snow Melt Data
List of peer-reviewed publications that cite using Snow Melt data.
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| Title | Year Sort ascending | Author | Topic | Dataset |
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| Machine Learning Insights for Fire Impacts on Snow Disappearance Predictability in Northern California | Mohanty, Yashnil, Abolafia-Rosenzweig, Ronnie, He, Cenlin, McGrath, Daniel | Leaf Area Index (LAI), Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Characteristics, Photosynthetically Active Radiation, Snow Melt, Snow Melt |
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| Monsoon-Frontal Interactions Drive Cyclone Biparjoy's Wake Recovery in | Kerhalkar, Siddhant, Kannad, Ankitha, Kinsella, Alex, Tandon, Amit, Sprintall, Janet, Lee, Craig M. | Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Ocean Currents | ||
| Performance Evaluation and Spatiotemporal Dynamics of Nine Reanalysis | Liu, Yujie, Wang, Wen, Zhao, Tianqing, Huo, Zhiyuan | Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Precipitation Rate, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Infiltration, Soil Infiltration, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Total Runoff, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) |
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| Quantifying the Role of Estuarine Discharge in Modulating Landfast Ice Regime in Hudson Bay and James Bay | Gupta, Kaushik, Banerjee, Debangshu, Ehn, Jens | Snow Melt, Snow Melt | ||
| Multiscale analysis of existing actual evapotranspiration products over | Etchanchu, Jordi, Demarty, Jerome, Dezetter, Alain, Farhani, Nesrine, Thiam, Pape Biteye, Allies, Aubin, Bodian, Ansoumana, Boulet, Gilles, Chahinian, Nanee, Diop, Lamine, Mainassara, Ibrahim, Ndiaye, Pape Malick, Ollivier, Chloe, Olioso, Albert, Roupsard, Olivier | Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Precipitation Rate, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Infiltration, Soil Infiltration, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Land Use/Land Cover Classification |
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| Predicting Freeze-Thaw States in Alaska Permafrost Landscapes using | Ahajjam, A., Soaper, M., Chance, R., Chandler, J., Pasch, T. | Heat Flux, Air Temperature, Skin Temperature, Specific Humidity, Water Vapor, Precipitation Rate, Snow/Ice, Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds, Wind Speed, U/V Wind Components, Wind Stress, Wind Stress, Surface Roughness, Planetary Boundary Layer Height, Ice Fraction, Atmospheric Radiation, Longwave Radiation, Shortwave Radiation, Radiative Flux, Radiative Forcing, Surface Radiative Properties, Albedo, Emissivity, Cloud Properties, Cloud Fraction, Cloud Optical Depth/Thickness, Skin Temperature, Sea Surface Skin Temperature, Geopotential Height, Altitude, Surface Temperature, Upper Air Temperature, Dew Point Temperature, Cloud Top Temperature, Atmospheric Winds, Surface Winds, Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Total Ozone, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Brightness Temperature, Transition Direction |
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| Potential of long-term satellite observations and reanalysis products for characterising soil drying: trends and drought events | Hirschi, Martin, Stradiotti, Pietro, Crezee, Bas, Dorigo, Wouter, Seneviratne, Sonia I. | Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) | ||
| Reconstructing monthly 0.25 terrestrial evapotranspiration data in a remote arid region using Bayesian-driven ensemble learning method | Ochege, Friday Uchenna, Yuan, Xiuliang, Ezekwe, Ifeanyichukwu C., Ling, Qing, Nzabarinda, Vincent, Kayiranga, Alphonse, Xie, Mingjuan, Shi, Haiyang, Luo, Geping | Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Precipitation Rate, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Infiltration, Soil Infiltration, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Ground Water |
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| Seasonal changes in black carbon footprint on the Antarctic Peninsula due to rising shipborne tourism and forest fires | Magalhaes, Newton, Evangelista, Heitor, Goncalves, Sergio J., Alencar, Alexandre S., do Santos, Elaine Alves, Cataldo, Marcio, McConnell, Joseph R., Silveira, Renata Simoes, Mayewski, Paul A., Potocki, Mariusz, Simoes, Jefferson C., Jana, Ricardo | Snow Melt, Snow Melt, Aerosols, Aerosol Extinction, Aerosol Optical Depth/Thickness, Angstrom Exponent, Aerosol Particle Properties, Carbonaceous Aerosols, Dust/Ash/Smoke, Organic Particles, Sulfate Particles, Sulfur Oxides, Sulfur Compounds, Sulfate, Sulfur Dioxide, Sulfur Oxides, Particulate Matter, Dimethyl Sulfide, Black Carbon, Sea Salt, PARTICULATE MATTER (PM 2.5), PARTICULATE MATTER (PM 10), PARTICULATE MATTER (PM 1.0) | ||
| Sensitivity of horizontal resolution and land surface model in operational WRF forecast for Online Nuclear Emergency Response System (ONERS) | Karmakar, Shanu, Rajeswari, J. R., Kundu, Dipan, Srinivas, C. V., Chandrasekaran, S., Venkatraman, B. | Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Precipitation Amount, Precipitation Rate, Snow, Rain | ||
| Recent Upper Colorado River Streamflow Declines Driven by Loss of Spring Precipitation | Hogan, Daniel, Lundquist, Jessica D. | Snow Melt, Snow Melt | ||
| Where to draw the line: Physical space partitioning and view privacy in ar-based co-located collaboration for immersive analytics | Ouedraogo, Inoussa, Nguyen, Huyen, Bourdot, Patrick | Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Precipitation Rate, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Infiltration, Soil Infiltration, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) |
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| Which global reanalysis dataset has better representativeness in snow cover on the Tibetan Plateau? | Yan, Shirui, Chen, Yang, Hou, Yaliang, Liu, Kexin, Li, Xuejing, Xing, Yuxuan, Wu, Dongyou, Cui, Jiecan, Zhou, Yue, Pu, Wei, Wang, Xin | Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Surface Temperature, Humidity, Evapotranspiration, Surface Winds, Rain, Precipitation Rate, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Water Equivalent, Runoff, Air Temperature, 24 Hour Maximum Temperature, 24 Hour Minimum Temperature, Albedo, Snow Depth, Snow Water Equivalent, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Infiltration, Soil Infiltration, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) |
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| Water storage changes (20032020) in the Ordos Basin, China, explained by GRACE data and interpretable deep learning | Hu, Ziming, Tang, Shinan, Mo, Shaoxing, Shi, Xiaoqing, Yin, Xin, Sun, Yuanyuan, Liu, Xiaomin, Duan, Limin, Miao, Ping, Liu, Tingxi, Wu, Jichun | Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Toward Flash Flood Modeling Using Gradient Resolving Representative | Manoj J, Ashish, Loritz, Ralf, Villinger, Franziska, Malicke, Mirko, Koopaeidar, Mehdi, Goppert, Hans, Zehe, Erwin | Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) | ||
| The Pivotal Role of Evaporation in Lake Water Isotopic Variability | Akers, Pete D., Kopec, Ben G., Klein, Eric S., Bailey, Hannah, Welker, Jeffrey M. | Land Ice/Ocean Classification, Snow Melt, Snow Melt | ||
| Validation of pan-Arctic soil temperatures in modern reanalysis and data assimilation systems | Herrington, Tyler C., Fletcher, Christopher G., Kropp, Heather | Surface Pressure, Heat Flux, Longwave Radiation, Shortwave Radiation, Air Temperature, Specific Humidity, Evapotranspiration, Wind Speed, Rain, Snow, Soil Moisture/Water Content, Soil Temperature, Land Surface Temperature, Snow Cover, Snow Depth, Snow Water Equivalent, Runoff, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Infiltration, Soil Infiltration, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) | ||
| The composite drought index incorporated solar-induced chlorophyll fluorescence enhances the monitoring capability of short-term drought | Ren, Hangxing, Du, Lin, Peng, Chuanjing, Yang, Jian, Gao, Wei | Heat Flux, Air Temperature, Skin Temperature, Specific Humidity, Water Vapor, Precipitation Rate, Snow/Ice, Evaporation, Latent Heat Flux, Latent Heat Flux, Sensible Heat Flux, Diffusion, Surface Winds, Wind Speed, U/V Wind Components, Wind Stress, Wind Stress, Surface Roughness, Planetary Boundary Layer Height, Ice Fraction, Geopotential Height, Atmospheric Ozone, Pressure Thickness, Sea Level Pressure, Surface Pressure, Upper Air Temperature, Atmospheric Water Vapor, Cloud Liquid Water/Ice, Cloud Fraction, U/V Wind Components, Ozone Profiles, Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Atmospheric Radiation, Radiative Flux, Radiative Forcing, Surface Radiative Properties, Albedo, Emissivity, Cloud Properties, Cloud Optical Depth/Thickness, Skin Temperature, Sea Surface Skin Temperature |
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| The dominant factor in extreme dust events over the Gobi Desert is shifting from extreme winds to extreme droughts | Zhu, Qingzhe, Liu, Yuzhi | Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) | ||
| Uncertain effect of component differences on land evapotranspiration | Jiao, Ping, Hu, Keke, Ling, Hongbo, Tian, Changyan, Hu, Shunjun | Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) | ||
| Assimilation of Sentinel-1 Backscatter to Update AquaCrop Estimates of Soil Moisture and Crop Biomass | de Roos, Shannon, Bechtold, Michel, Busschaert, Louise, Lievens, Hans, De Lannoy, Gabrielle J. M. | Geopotential Height, Altitude, Surface Temperature, Skin Temperature, Upper Air Temperature, Dew Point Temperature, Air Temperature, Cloud Top Temperature, Atmospheric Winds, Surface Winds, U/V Wind Components, Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Total Ozone, Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI) | ||
| Aeolus lidar surface return (LSR) at 355 nm as a new Aeolus Level-2A product | Labzovskii, Lev D., van Zadelhoff, Gerd-Jan, Donovan, David P., de Kloe, Jos, Tilstra, L. Gijsbert, Stoffelen, Ad, Josset, Damien, Stammes, Piet | Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Albedo, Snow Depth, Snow Depth, Glacier Runoff, Glacier Runoff, Snow Cover | ||
| Exploring evapotranspiration stress in China: A blending approach employing multi-source remote sensing proxies | Liu, Yuan, Zhao, Yong, Zhai, Jiaqi, Liang, Hui, Zhu, Yongnan, Wang, Yong, Wang, Qianyang, Li, Xing, Yu, Jingshan | Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Vegetation Index, Normalized Difference Vegetation Index (NDVI), Enhanced Vegetation Index (EVI) | ||
| Evaluation of 10-m Wind Speed From ISD Meteorological Stations and the | Faber, E., RochaLima, A., Colarco, P., Baker, B. | Geopotential Height, Altitude, Surface Temperature, Skin Temperature, Upper Air Temperature, Dew Point Temperature, Air Temperature, Cloud Top Temperature, Atmospheric Winds, Surface Winds, U/V Wind Components, Upper Level Winds, U/V Wind Components, Vertical Wind Velocity/Speed, Atmospheric Pressure, Sea Level Pressure, Cloud Top Pressure, Sea Level Pressure, Surface Pressure, Specific Humidity, Total Precipitable Water, Cloud Liquid Water/Ice, Atmospheric Water Vapor, Atmospheric Ozone, Oxygen Compounds, Boundary Layer Winds, Total Ozone, Longwave Radiation, Shortwave Radiation, Soil Heat Budget, Soil Heat Budget, Soil Temperature, Soil Temperature, Soil Infiltration, Soil Infiltration, Soil Moisture/Water Content, Surface Soil Moisture, Root Zone Soil Moisture, Soil Moisture/Water Content, Evaporation, Surface Water, Runoff Rate, Average Flow, Average Flow, Precipitation, Snow/Ice, Snow Depth, Snow Melt, Snow/Ice Temperature, Leaf Area Index (LAI), Leaf Area Index (LAI), Aerosols, Carbonaceous Aerosols, Dust/Ash/Smoke, Sulfur Dioxide, Sulfur Oxides, Sulfate, Sulfate Particles, Sulfur Oxides, Particulate Matter, Emissions, UV Aerosol Index, Gas/Aerosol Composition, Aerosol Extinction, Deposition |
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| Evaluating NoahMP simulated runoff and snowpack in heavily burned PacificNorthwest snowdominated catchments | AbolafiaRosenzweig, Ronnie, He, Cenlin, Chen, Fei, Zhang, Yongxin, Dugger, Aubrey, Livneh, Ben, Gochis, David | Fraction Of Absorbed Photosynthetically Active Radiation (fapar), Leaf Area Index (LAI), Photosynthetically Active Radiation, Leaf Characteristics, Land Use/Land Cover Classification, Snow Melt, Snow Melt, Canopy Characteristics, Evergreen Vegetation, Crown, Deciduous Vegetation, Vegetation Cover |
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