aws_geo_datasets.json

[
    {
        "Name": "(EXPERIMENTAL) NOAA FourCastNet Global Forecast System (FourCastNetGFS) (EXPERIMENTAL) - FourCastNet GFS data",
        "Description": "FourCastNet GFS data",
        "ARN": "arn:aws:s3:::noaa-nws-fourcastnetgfs-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "For the NOAA Product, https://fourcastnetgfs.readthedocs.io/en/latest/index.html and for background FourCastNet v2 information, https://github.com/ecmwf-lab/ai-models-fourcastnetv2.",
        "Contact": "For questions regarding data content or quality, visit [the NOAA EMC Github site](https://github.com/noaa-emc/fourcastnet/issues). For any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. <br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "4 times a day at 00Z, 06Z, 12Z and 18Z",
        "License": "NOAA's FourCastNetGFS products are released under CC0 license. The underlying FourCastNet code package follows Apache-2.0 license as specified in the ECMWF\u2019s ai-models-fourcastnetv2 github page. The products in this bucket only contain NOAA produced products and not FourCastNet code or training data.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "disaster response",
            "environmental",
            "meteorological",
            "weather"
        ],
        "Explore": [
            "[Browse Bucket](https://noaa-nws-fourcastnetgfs-pds.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "(EXPERIMENTAL) NOAA FourCastNet Global Forecast System (FourCastNetGFS) (EXPERIMENTAL) - New data notifications for FourCastNet GFS, only Lambda and SQS protocols allowed",
        "Description": "New data notifications for FourCastNet GFS, only Lambda and SQS protocols allowed",
        "ARN": "arn:aws:sns:us-east-1:709902155096:NewNWSFOURCASTNETGFSObject",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "For the NOAA Product, https://fourcastnetgfs.readthedocs.io/en/latest/index.html and for background FourCastNet v2 information, https://github.com/ecmwf-lab/ai-models-fourcastnetv2.",
        "Contact": "For questions regarding data content or quality, visit [the NOAA EMC Github site](https://github.com/noaa-emc/fourcastnet/issues). For any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. <br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "4 times a day at 00Z, 06Z, 12Z and 18Z",
        "License": "NOAA's FourCastNetGFS products are released under CC0 license. The underlying FourCastNet code package follows Apache-2.0 license as specified in the ECMWF\u2019s ai-models-fourcastnetv2 github page. The products in this bucket only contain NOAA produced products and not FourCastNet code or training data.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "disaster response",
            "environmental",
            "meteorological",
            "weather"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "(EXPERIMENTAL) NOAA GraphCast Global Forecast System (GFS) (EXPERIMENTAL) - GraphCast GFS data",
        "Description": "GraphCast GFS data",
        "ARN": "arn:aws:s3:::noaa-nws-graphcastgfs-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "For the NOAA Product, https://graphcastgfs.readthedocs.io/en/latest/index.html and for background graphcast information, https://github.com/google-deepmind/graphcast/tree/main/graphcast",
        "Contact": "For questions regarding data content or quality, visit [the NOAA EMC Github site](https://github.com/noaa-emc/graphcast/issues). For any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. <br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "4 times a day at 00Z, 06Z, 12Z and 18Z",
        "License": "NOAA's GraphCast GFS products are released under CC0 license. The products in this bucket only contain NOAA produced products and not GraphCast code or training data. For information on the GraphCast code package, please visit the [Google DeepMind GraphCast Github License page](https://github.com/google-deepmind/graphcast?tab=readme-ov-file#license-and-attribution). The weights that are used in GraphCastGFS v2 were generated based on the pre-trained weights from GoogleDeepMind. They are released under CC BY-NC-SA 4.0 license.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "disaster response",
            "environmental",
            "meteorological",
            "weather"
        ],
        "Explore": [
            "[Browse Bucket](https://noaa-nws-graphcastgfs-pds.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "(EXPERIMENTAL) NOAA GraphCast Global Forecast System (GFS) (EXPERIMENTAL) - New data notifications for GraphCast GFS, only Lambda and SQS protocols allowed",
        "Description": "New data notifications for GraphCast GFS, only Lambda and SQS protocols allowed",
        "ARN": "arn:aws:sns:us-east-1:709902155096:NewNWSGRAPHCASTGFSObject",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "For the NOAA Product, https://graphcastgfs.readthedocs.io/en/latest/index.html and for background graphcast information, https://github.com/google-deepmind/graphcast/tree/main/graphcast",
        "Contact": "For questions regarding data content or quality, visit [the NOAA EMC Github site](https://github.com/noaa-emc/graphcast/issues). For any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. <br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "4 times a day at 00Z, 06Z, 12Z and 18Z",
        "License": "NOAA's GraphCast GFS products are released under CC0 license. The products in this bucket only contain NOAA produced products and not GraphCast code or training data. For information on the GraphCast code package, please visit the [Google DeepMind GraphCast Github License page](https://github.com/google-deepmind/graphcast?tab=readme-ov-file#license-and-attribution). The weights that are used in GraphCastGFS v2 were generated based on the pre-trained weights from GoogleDeepMind. They are released under CC BY-NC-SA 4.0 license.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "disaster response",
            "environmental",
            "meteorological",
            "weather"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "10m Annual Land Use Land Cover (9-class)",
        "Description": "10m Annual Land Use Land Cover (9-class)",
        "ARN": "arn:aws:s3:::io-10m-annual-lulc",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.impactobservatory.com/global_maps",
        "Contact": "hello@impactobservatory.com",
        "ManagedBy": "[Impact Observatory](https://www.impactobservatory.com/)",
        "UpdateFrequency": "A new year is made available annually, each January. A new time series was provided July 2023 to reduce anomalous change.",
        "License": "[CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
            "aws-pds",
            "earth observation",
            "environmental",
            "geospatial",
            "satellite imagery",
            "sustainability",
            "stac",
            "cog",
            "land cover",
            "land use",
            "machine learning",
            "mapping",
            "planetary"
        ],
        "Explore": [
            "[STAC 1.0.0 endpoint](https://api.impactobservatory.com/stac-aws/collections/io-10m-annual-lulc/items)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "2021 Amazon Last Mile Routing Research Challenge Dataset",
        "Description": "Dataset including training and testing data Folder almrrc2021_data_training includes 6,112 historical routes used for model traning; folder almrrc2021_data_evaluation includes 3072 historical routes used for model evaluation All routes correspond to year 2018 Please refer to the Tranportation Science article  (https://pubsonlineinformsorg/doi/101287/trsc20221173) for a comprehensive description of the dataset, and to this documentation page (https://githubcom/MIT-CAVE/rc-cli/blob/main/templates/data_structuresmd) for details on data structure and format",
        "ARN": "arn:aws:s3:::amazon-last-mile-challenges",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/MIT-CAVE/rc-cli/blob/main/templates/data_structures.md",
        "Contact": "lastmile-research-challenge@amazon.com",
        "ManagedBy": "[Amazon](https://www.amazon.com/)",
        "UpdateFrequency": "None",
        "License": "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. The material for the Amazon Last Mile Routing Research Challenge is provided under a Creative Commons Attribution-NonCommercial 4.0 International Public License (the \u201cLicense\u201d). You may not use this material except in compliance with the License. You may obtain a copy of the License at: https://creativecommons.org/licenses/by-nc/4.0/legalcode.txt",
        "Tags": [
            "transportation",
            "machine learning",
            "deep learning",
            "amazon.science",
            "urban",
            "analytics",
            "geospatial",
            "logistics",
            "last mile",
            "optimization",
            "routing"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "3-Band Cryo Data | Wide-field Infrared Survey Explorer (WISE)",
        "Description": "3-Band Cryo Single-exposure Image Sets: 392,879 calibrated 1024x1024 pix @275\"/pix FITS image sets for the individual 77 sec (W1 and W2) and 88/44/22/11 sec (W3) WISE survey exposures Each image set consists of three intensity images, noise maps, and bit-masks indicating pixel use status, one each for the W1, W2 and W3 WISE bands",
        "ARN": "arn:aws:s3:::nasa-irsa-wise/wise/cryo-3band",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/Missions/wise.html",
        "Contact": "https://irsa.ipac.caltech.edu/docs/help_desk.html",
        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "The WISE 3-Band Cryo Data Release has been finalized and will not be updated.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
            "aws-pds",
            "astronomy",
            "imaging",
            "satellite imagery",
            "survey"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": false,
        "Host": null
    },
    {
        "Name": "A region-wide, multi-year set of crop field boundary labels for Africa - Additional rasterized field labels and corresponding Planet images",
        "Description": "Additional rasterized field labels and corresponding Planet images",
        "ARN": "arn:aws:s3:::africa-field-boundary-labels/extra",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "Information on the primary dataset can be found [here](https://github.com/agroimpacts/lacunalabels/). Documentation for added labels is available [here](https://github.com/agroimpacts/cnn-generalization-enhancement).",
        "Contact": "airg@clarku.edu",
        "ManagedBy": "[The Agricultural Impacts Research Group](https://agroimpacts.info/)",
        "UpdateFrequency": "Updated versions of the dataset are added as they are developed",
        "License": "[Planet NICFI participant license agreement](https://assets.planet.com/docs/Planet_ParticipantLicenseAgreement_NICFI.pdf)",
        "Tags": [
            "agriculture",
            "machine learning",
            "land cover",
            "satellite imagery",
            "cog",
            "labeled"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "A region-wide, multi-year set of crop field boundary labels for Africa - Field boundaries and corresponding Planet images",
        "Description": "Field boundaries and corresponding Planet images",
        "ARN": "arn:aws:s3:::africa-field-boundary-labels",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "Information on the primary dataset can be found [here](https://github.com/agroimpacts/lacunalabels/). Documentation for added labels is available [here](https://github.com/agroimpacts/cnn-generalization-enhancement).",
        "Contact": "airg@clarku.edu",
        "ManagedBy": "[The Agricultural Impacts Research Group](https://agroimpacts.info/)",
        "UpdateFrequency": "Updated versions of the dataset are added as they are developed",
        "License": "[Planet NICFI participant license agreement](https://assets.planet.com/docs/Planet_ParticipantLicenseAgreement_NICFI.pdf)",
        "Tags": [
            "agriculture",
            "machine learning",
            "land cover",
            "satellite imagery",
            "cog",
            "labeled"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "A2D2: Audi Autonomous Driving Dataset",
        "Description": "https://a2d2audi",
        "ARN": "arn:aws:s3:::aev-autonomous-driving-dataset",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://a2d2.audi",
        "Contact": "aevdrivingdataset@audi.de",
        "ManagedBy": "[Audi AG](https://a2d2.audi/)",
        "UpdateFrequency": "The dataset may be updated with additional or corrected data on a need-to-update basis.",
        "License": "https://creativecommons.org/licenses/by-nd/4.0/",
        "Tags": [
            "autonomous vehicles",
            "deep learning",
            "computer vision",
            "lidar",
            "mapping",
            "machine learning",
            "robotics",
            "aws-pds"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "AG-LOAM Dataset",
        "Description": "AG-LOAM Dataset sequences",
        "ARN": "arn:aws:s3:::ucr-robotics/ag-loam-dataset",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/UCR-Robotics/AG-LOAM",
        "Contact": "Hanzhe Teng (hteng007@ucr.edu), Konstantinos Karydis (kkarydis@ece.ucr.edu)",
        "ManagedBy": "[Autonomous Robots and Control Systems Lab](https://sites.google.com/view/arcs-lab)",
        "UpdateFrequency": "NA",
        "License": "Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0).",
        "Tags": [
            "aws-pds",
            "robotics",
            "agriculture",
            "lidar",
            "localization",
            "mapping"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "AI Weather Prediction (AIWP) Model Reforecasts",
        "Description": "AIWP data",
        "ARN": "arn:aws:s3:::noaa-oar-mlwp-data",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://noaa-oar-mlwp-data.s3.amazonaws.com/README.txt",
        "Contact": "For questions regarding data availability, content, or quality, contact Dr. Jacob Radford (jacob.radford@noaa.gov). For any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. <br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "Dr. Jacob Radford (jacob.radford@noaa.gov)",
        "UpdateFrequency": "2 times a day, every 12 hours starting at midnight UTC",
        "License": "Open Data. There are no restrictions on the use of this data.",
        "Tags": [
            "environmental",
            "meteorological",
            "weather"
        ],
        "Explore": [
            "[Browse Bucket](https://noaa-oar-mlwp-data.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "ARPA-E PERFORM Forecast data - ARPA-E PERFORM Forecast data",
        "Description": "ARPA-E PERFORM Forecast data",
        "ARN": "arn:aws:s3:::arpa-e-perform/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/PERFORM-Forecasts/documentation",
        "Contact": "https://github.com/openEDI/PERFORM-Forecasts/documentation/issues",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "energy",
            "environmental",
            "geospatial",
            "model",
            "solar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "ARPA-E PERFORM Forecast data - Forecasts and Actuals for The Electric Reliability Council of Texas (ERCOT)",
        "Description": "Forecasts and Actuals for The Electric Reliability Council of Texas (ERCOT)",
        "ARN": "arn:aws:s3:::arpa-e-perform/ERCOT/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/PERFORM-Forecasts/documentation",
        "Contact": "https://github.com/openEDI/PERFORM-Forecasts/documentation/issues",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "energy",
            "environmental",
            "geospatial",
            "model",
            "solar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "ARPA-E PERFORM Forecast data - Forecasts and Actuals for The Midcontinent Independent System Operator (MISO)",
        "Description": "Forecasts and Actuals for The Midcontinent Independent System Operator (MISO)",
        "ARN": "arn:aws:s3:::arpa-e-perform/MISO/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/PERFORM-Forecasts/documentation",
        "Contact": "https://github.com/openEDI/PERFORM-Forecasts/documentation/issues",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "energy",
            "environmental",
            "geospatial",
            "model",
            "solar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "ARPA-E PERFORM Forecast data - Forecasts and Actuals for The New York Independent System Operator (NYISO)",
        "Description": "Forecasts and Actuals for The New York Independent System Operator (NYISO)",
        "ARN": "arn:aws:s3:::arpa-e-perform/NYISO/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/PERFORM-Forecasts/documentation",
        "Contact": "https://github.com/openEDI/PERFORM-Forecasts/documentation/issues",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "energy",
            "environmental",
            "geospatial",
            "model",
            "solar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "ARPA-E PERFORM Forecast data - Forecasts and Actuals for The Southwest Power Pool (SPP)",
        "Description": "Forecasts and Actuals for The Southwest Power Pool (SPP)",
        "ARN": "arn:aws:s3:::arpa-e-perform/SPP/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/PERFORM-Forecasts/documentation",
        "Contact": "https://github.com/openEDI/PERFORM-Forecasts/documentation/issues",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "energy",
            "environmental",
            "geospatial",
            "model",
            "solar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "ASF SAR Data Products for Disaster Events - ASF Event data S3 bucket",
        "Description": "ASF Event data S3 bucket",
        "ARN": "arn:aws:s3:::asf-event-data",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://asf-event-data.s3.us-west-2.amazonaws.com/README.md",
        "Contact": "https://asf.alaska.edu/asf/contact-us/",
        "ManagedBy": "[The Alaska Satellite Facility (ASF)](https://asf.alaska.edu/)",
        "UpdateFrequency": "Irregular, in response to disaster events\n",
        "License": "This data falls under the terms and conditions of the [Creative Commons Zero (CC0) 1.0 Universal License](https://creativecommons.org/publicdomain/zero/1.0/) unless otherwise noted.",
        "Tags": [
            "aws-pds",
            "disaster response",
            "satellite imagery",
            "geospatial",
            "cog",
            "stac"
        ],
        "Explore": [
            "[Browse Bucket](https://asf-event-data.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "ASF SAR Data Products for Disaster Events - Notifications for new event data",
        "Description": "Notifications for new event data",
        "ARN": "arn:aws:sns:us-west-2:654654592981:asf-event-data-object_created",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://asf-event-data.s3.us-west-2.amazonaws.com/README.md",
        "Contact": "https://asf.alaska.edu/asf/contact-us/",
        "ManagedBy": "[The Alaska Satellite Facility (ASF)](https://asf.alaska.edu/)",
        "UpdateFrequency": "Irregular, in response to disaster events\n",
        "License": "This data falls under the terms and conditions of the [Creative Commons Zero (CC0) 1.0 Universal License](https://creativecommons.org/publicdomain/zero/1.0/) unless otherwise noted.",
        "Tags": [
            "aws-pds",
            "disaster response",
            "satellite imagery",
            "geospatial",
            "cog",
            "stac"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "ASTER L1T Cloud-Optimized GeoTIFFs - Imagery and metadata",
        "Description": "Imagery and metadata",
        "ARN": "arn:aws:s3:::aster-l1t",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/aster-l1t",
        "Contact": "opendata@descarteslabs.com",
        "ManagedBy": "[Descartes Labs](https://descarteslabs.com/)",
        "UpdateFrequency": "Daily",
        "License": "There are no restrictions on the use of data, unless expressly identified prior to or at the time of receipt.",
        "Tags": [
            "aws-pds",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "sustainability",
            "mining",
            "cog"
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        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "ASTER L1T Cloud-Optimized GeoTIFFs - New image notifications",
        "Description": "New image notifications",
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        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/aster-l1t",
        "Contact": "opendata@descarteslabs.com",
        "ManagedBy": "[Descartes Labs](https://descarteslabs.com/)",
        "UpdateFrequency": "Daily",
        "License": "There are no restrictions on the use of data, unless expressly identified prior to or at the time of receipt.",
        "Tags": [
            "aws-pds",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "sustainability",
            "mining",
            "cog"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Africa Soil Information Service (AfSIS) Soil Chemistry",
        "Description": "Paired wet and dry chemistry measurements for georeferenced soilscollected by the Africa Soil Information Service (AfSIS), storedas CSV and OPUS files",
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        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/qedsoftware/afsis-soil-chem-tutorial",
        "Contact": "afsis@qed.ai",
        "ManagedBy": "[QED](https://qed.ai/)",
        "UpdateFrequency": "As required",
        "License": "ODC Open Database License (\"[ODbL](https://opendatacommons.org/licenses/odbl/summary/index.html)\") version 1.0, with attribution to AfSIS",
        "Tags": [
            "agriculture",
            "aws-pds",
            "environmental",
            "food security",
            "machine learning",
            "life sciences"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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        "Region": "us-west-2",
        "Type": "S3 Bucket",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "The All-Sky Data Release has been finalized and will not be updated.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
            "aws-pds",
            "astronomy",
            "imaging",
            "satellite imagery",
            "survey"
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        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": false,
        "Host": null
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    {
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        "Region": "us-west-2",
        "Type": "S3 Bucket",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "The AllWISE Data Release has been finalized and will not be updated. However, the data may be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
            "aws-pds",
            "astronomy",
            "imaging",
            "object detection",
            "parquet",
            "satellite imagery",
            "survey"
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        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": false,
        "Host": null
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    {
        "Name": "Amazonia EO satellite on AWS - Amazonia 1 imagery (COG files, quicklooks, metadata)",
        "Description": "Amazonia 1 imagery (COG files, quicklooks, metadata)",
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        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.inpe.br/amazonia1",
        "Contact": "https://lists.osgeo.org/mailman/listinfo/cbers-pds",
        "ManagedBy": "[Frederico Liporace](https://github.com/fredliporace)",
        "UpdateFrequency": "Daily",
        "License": "https://creativecommons.org/licenses/by-sa/3.0/",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "geospatial",
            "imaging",
            "satellite imagery",
            "sustainability",
            "disaster response",
            "stac",
            "cog"
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        "Explore": [
            "[STAC V1.0.0 endpoint](https://stac.scitekno.com.br/v100)",
            "[stacindex](https://stacindex.org/catalogs/cbers)"
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        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Amazonia EO satellite on AWS - Notifications for new quicklooks",
        "Description": "Notifications for new quicklooks",
        "ARN": "arn:aws:sns:us-west-2:599544552497:NewAM1Quicklook",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.inpe.br/amazonia1",
        "Contact": "https://lists.osgeo.org/mailman/listinfo/cbers-pds",
        "ManagedBy": "[Frederico Liporace](https://github.com/fredliporace)",
        "UpdateFrequency": "Daily",
        "License": "https://creativecommons.org/licenses/by-sa/3.0/",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "geospatial",
            "imaging",
            "satellite imagery",
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            "disaster response",
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        "Explore": null,
        "RequesterPays": null,
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        "Host": null
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    {
        "Name": "Amazonia EO satellite on AWS - STAC static catalog",
        "Description": "STAC static catalog",
        "ARN": "arn:aws:s3:::br-eo-stac-1-0-0",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.inpe.br/amazonia1",
        "Contact": "https://lists.osgeo.org/mailman/listinfo/cbers-pds",
        "ManagedBy": "[Frederico Liporace](https://github.com/fredliporace)",
        "UpdateFrequency": "Daily",
        "License": "https://creativecommons.org/licenses/by-sa/3.0/",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "geospatial",
            "imaging",
            "satellite imagery",
            "sustainability",
            "disaster response",
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        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Amazonia EO satellite on AWS - Topic that receives STAC V100 items as new scenes are ingested",
        "Description": "Topic that receives STAC V100 items as new scenes are ingested",
        "ARN": "arn:aws:sns:us-west-2:769537946825:br-eo-stac-prod-stacitemtopic4BCE3141-Z8he7LYjqXFe",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.inpe.br/amazonia1",
        "Contact": "https://lists.osgeo.org/mailman/listinfo/cbers-pds",
        "ManagedBy": "[Frederico Liporace](https://github.com/fredliporace)",
        "UpdateFrequency": "Daily",
        "License": "https://creativecommons.org/licenses/by-sa/3.0/",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "geospatial",
            "imaging",
            "satellite imagery",
            "sustainability",
            "disaster response",
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Analysis Ready Sentinel-1 Backscatter Imagery - Sentinel-1 RTC tiled data and metadata in a S3 bucket",
        "Description": "Sentinel-1 RTC tiled data and metadata in a S3 bucket",
        "ARN": "arn:aws:s3:::sentinel-s1-rtc-indigo",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://sentinel-s1-rtc-indigo-docs.s3-us-west-2.amazonaws.com/index.html",
        "Contact": "For questions regarding data methodology or delivery, contact sentinel1@indigoag.com.",
        "ManagedBy": "[Indigo Ag, Inc.](https://www.indigoag.com/)",
        "UpdateFrequency": "Data updates are paused while we repair the processing pipeline, but the target is to update on a daily cadence for the dataset's spatial domain (CONUS).",
        "License": "The use of these data fall under the terms and conditions of the [Indigo Atlas Sentinel License](https://www.indigoag.com/forms/atlas-sentinel-license). ",
        "Tags": [
            "agriculture",
            "aws-pds",
            "disaster response",
            "earth observation",
            "environmental",
            "geospatial",
            "satellite imagery",
            "cog",
            "stac",
            "synthetic aperture radar"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://scottyhq.github.io/sentinel1-rtc-stac/#/)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Analysis Ready Sentinel-1 Backscatter Imagery - Simple Notification Service (SNS) topic for notification of new tile uploads",
        "Description": "Simple Notification Service (SNS) topic for notification of new tile uploads",
        "ARN": "arn:aws:sns:us-west-2:410373799403:sentinel-s1-rtc-indigo-object_created",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://sentinel-s1-rtc-indigo-docs.s3-us-west-2.amazonaws.com/index.html",
        "Contact": "For questions regarding data methodology or delivery, contact sentinel1@indigoag.com.",
        "ManagedBy": "[Indigo Ag, Inc.](https://www.indigoag.com/)",
        "UpdateFrequency": "Data updates are paused while we repair the processing pipeline, but the target is to update on a daily cadence for the dataset's spatial domain (CONUS).",
        "License": "The use of these data fall under the terms and conditions of the [Indigo Atlas Sentinel License](https://www.indigoag.com/forms/atlas-sentinel-license). ",
        "Tags": [
            "agriculture",
            "aws-pds",
            "disaster response",
            "earth observation",
            "environmental",
            "geospatial",
            "satellite imagery",
            "cog",
            "stac",
            "synthetic aperture radar"
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        "Explore": null,
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        "Host": null
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    {
        "Name": "ArcticDEM - ArcticDEM DEM Mosaics",
        "Description": "ArcticDEM DEM Mosaics",
        "ARN": "arn:aws:s3:::pgc-opendata-dems/arcticdem/mosaics/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.pgc.umn.edu/data/arcticdem/",
        "Contact": "pgc-support@umn.edu",
        "ManagedBy": "[Polar Geospatial Center](https://www.pgc.umn.edu/)",
        "UpdateFrequency": "New DEM strips are added twice yearly.  Mosaic products are added as soon as they are available.",
        "License": "[Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
            "aws-pds",
            "elevation",
            "earth observation",
            "geospatial",
            "mapping",
            "open source software",
            "satellite imagery",
            "cog",
            "stac"
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        "Explore": [
            "[Browse Static STAC Catalog](https://polargeospatialcenter.github.io/stac-browser/#/external/pgc-opendata-dems.s3.us-west-2.amazonaws.com/arcticdem/mosaics.json)",
            "[Dynamic STAC API Endpoint](https://stac.pgc.umn.edu/api/v1/)"
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        "AccountRequired": null,
        "Host": null
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    {
        "Name": "ArcticDEM - ArcticDEM DEM Strips",
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        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.pgc.umn.edu/data/arcticdem/",
        "Contact": "pgc-support@umn.edu",
        "ManagedBy": "[Polar Geospatial Center](https://www.pgc.umn.edu/)",
        "UpdateFrequency": "New DEM strips are added twice yearly.  Mosaic products are added as soon as they are available.",
        "License": "[Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
            "aws-pds",
            "elevation",
            "earth observation",
            "geospatial",
            "mapping",
            "open source software",
            "satellite imagery",
            "cog",
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        "Explore": [
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            "[Dynamic STAC API Guide](https://www.pgc.umn.edu/guides/stereo-derived-elevation-models/stac-access-static-and-dynamic-api/)"
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        "RequesterPays": null,
        "AccountRequired": null,
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    {
        "Name": "Argoverse",
        "Description": "Argoverse",
        "ARN": "arn:aws:s3:::argoverse",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://argoverse.github.io/user-guide/",
        "Contact": "https://github.com/argoverse/av2-api/issues",
        "ManagedBy": "[Argoverse](https://argoverse.org)",
        "UpdateFrequency": "Infrequently",
        "License": "[CC-BY-NC-SA-4.0](https://spdx.org/licenses/CC-BY-NC-SA-4.0.html)",
        "Tags": [
            "aws-pds",
            "autonomous vehicles",
            "computer vision",
            "lidar",
            "robotics",
            "geospatial"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Astrophysics Division Galaxy Morphology Benchmark Dataset",
        "Description": "NASA APD Galaxy Morphology dataset",
        "ARN": "arn:aws:s3:::nasa-apd-galaxymorph",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/erinleeryan/nasa_astro_aiml/tree/main/galaxymorphology",
        "Contact": "Roopesh.Ojha@nasa.gov",
        "ManagedBy": "[NASA](https://osdr.nasa.gov/)",
        "UpdateFrequency": "No updates",
        "License": "There are no restrictions on the use of this data.",
        "Tags": [
            "aws-pds",
            "astronomy",
            "machine learning",
            "satellite imagery",
            "NASA SMD AI"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Atmospheric Models from M\u00e9t\u00e9o-France",
        "Description": "Atmospheric Models from M\u00e9t\u00e9o-France",
        "ARN": "arn:aws:s3:::mf-nwp-models",
        "Region": "eu-west-1",
        "Type": "S3 Bucket",
        "Documentation": "https://mf-models-on-aws.org",
        "Contact": "contact@openmeteodata.com",
        "ManagedBy": "[OpenMeteoData](https://openmeteodata.com)",
        "UpdateFrequency": "Every 6 hours",
        "License": "https://mf-models-on-aws.org/en/doc/license",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "disaster response",
            "earth observation",
            "environmental",
            "meteorological",
            "model",
            "weather"
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        "Explore": [
            "[Browse Bucket](https://mf-nwp-models.s3.amazonaws.com/index.html)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Aurora Multi-Sensor Dataset",
        "Description": "Aurora Multi-Sensor Dataset",
        "ARN": "arn:aws:s3:::pit30m",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "A third-party development kit authored by Andrei B\u00e2rsan of the University of Toronto, made available under the MIT License, can be found here: https://github.com/pit30m/pit30m. Aurora makes no representations as to the functionality or performance of the dev-kit.",
        "Contact": "ams-dataset@aurora.tech",
        "ManagedBy": "Aurora Operations, Inc.",
        "UpdateFrequency": "This dataset is complete.",
        "License": "This data is intended for non-commercial academic use only. It is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.",
        "Tags": [
            "aws-pds",
            "autonomous vehicles",
            "computer vision",
            "lidar",
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            "robotics",
            "transportation",
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            "image processing",
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        "Explore": null,
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    {
        "Name": "Blended TROPOMI+GOSAT Satellite Data Product for Atmospheric Methane",
        "Description": "Blended TROPOMI+GOSAT netCDF files",
        "ARN": "arn:aws:s3:::blended-tropomi-gosat-methane",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/nicholasbalasus/write_blended_files/blob/main/PUM.md",
        "Contact": "nicholasbalasus@g.harvard.edu",
        "ManagedBy": "Nicholas Balasus",
        "UpdateFrequency": "Monthly",
        "License": "There are no restrictions on the use of this data, but please contact nicholasbalasus@g.harvard.edu before its use in a publication.",
        "Tags": [
            "aws-pds",
            "climate",
            "environmental",
            "satellite imagery"
        ],
        "Explore": [
            "[Browse Bucket](https://s3-us-west-2.amazonaws.com/blended-tropomi-gosat-methane/index.html)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "CAM6 Data Assimilation Research Testbed (DART) Reanalysis: Cloud-Optimized Dataset",
        "Description": "Project data files",
        "ARN": "arn:aws:s3:::ncar-dart-cam6",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://doi.org/10.26024/sprq-2d04",
        "Contact": "rdahelp@ucar.edu",
        "ManagedBy": "[National Center for Atmospheric Research](https://ncar.ucar.edu/)",
        "UpdateFrequency": "Rare.  Additional variables or years outside of 2011-2019 may be added in the future.",
        "License": "https://www.ucar.edu/terms-of-use/data",
        "Tags": [
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            "land",
            "climate",
            "climate model",
            "data assimilation",
            "forecast",
            "meteorological",
            "weather",
            "geoscience",
            "geospatial",
            "aws-pds",
            "zarr"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "CBERS on AWS - CBERS imagery (COG files, quicklooks, metadata)",
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        "ARN": "arn:aws:s3:::brazil-eosats",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/fredliporace/cbers-on-aws",
        "Contact": "https://lists.osgeo.org/mailman/listinfo/cbers-pds",
        "ManagedBy": "[Frederico Liporace](https://github.com/fredliporace)",
        "UpdateFrequency": "Daily",
        "License": "https://creativecommons.org/licenses/by-sa/3.0/",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "geospatial",
            "imaging",
            "satellite imagery",
            "disaster response",
            "stac",
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        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://stac.scitekno.com.br/v100)",
            "[stacindex](https://stacindex.org/catalogs/cbers)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "CBERS on AWS - Notifications for new CBERS 4 quicklooks, all sensors",
        "Description": "Notifications for new CBERS 4 quicklooks, all sensors",
        "ARN": "arn:aws:sns:us-west-2:599544552497:NewCB4Quicklook",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://github.com/fredliporace/cbers-on-aws",
        "Contact": "https://lists.osgeo.org/mailman/listinfo/cbers-pds",
        "ManagedBy": "[Frederico Liporace](https://github.com/fredliporace)",
        "UpdateFrequency": "Daily",
        "License": "https://creativecommons.org/licenses/by-sa/3.0/",
        "Tags": [
            "aws-pds",
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            "earth observation",
            "geospatial",
            "imaging",
            "satellite imagery",
            "disaster response",
            "stac",
            "cog"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "CBERS on AWS - Notifications for new CBERS 4A quicklooks, all sensors",
        "Description": "Notifications for new CBERS 4A quicklooks, all sensors",
        "ARN": "arn:aws:sns:us-west-2:599544552497:NewCB4AQuicklook",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://github.com/fredliporace/cbers-on-aws",
        "Contact": "https://lists.osgeo.org/mailman/listinfo/cbers-pds",
        "ManagedBy": "[Frederico Liporace](https://github.com/fredliporace)",
        "UpdateFrequency": "Daily",
        "License": "https://creativecommons.org/licenses/by-sa/3.0/",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "geospatial",
            "imaging",
            "satellite imagery",
            "disaster response",
            "stac",
            "cog"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "CBERS on AWS - STAC static catalog",
        "Description": "STAC static catalog",
        "ARN": "arn:aws:s3:::br-eo-stac-1-0-0",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/fredliporace/cbers-on-aws",
        "Contact": "https://lists.osgeo.org/mailman/listinfo/cbers-pds",
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        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "Documentation is available under [support.capellaspace.com](https://support.capellaspace.com/)",
        "Contact": "opendata@capellaspace.com",
        "ManagedBy": "[Capella Space](https://www.capellaspace.com/)",
        "UpdateFrequency": "New data is added quarterly.",
        "License": "[CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)",
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            "earth observation",
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            "geospatial",
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    {
        "Name": "CarbonPDF",
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            "aws-pds",
            "environmental",
            "product comparison",
            "csv",
            "information retrieval",
            "industry"
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        "Explore": [
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    {
        "Name": "Central Weather Administration OpenData",
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        "Region": "ap-northeast-1",
        "Type": "S3 Bucket",
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        "Contact": "od@cwa.gov.tw",
        "ManagedBy": "[Central Weather Administration](https://www.cwa.gov.tw/)",
        "UpdateFrequency": "Data is updated as soon as newer one is available.",
        "License": "https://data.gov.tw/license",
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            "climate",
            "earth observation",
            "earthquakes",
            "satellite imagery",
            "weather"
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        "Name": "Central Weather Bureau OpenData",
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        "Contact": "od@cwb.gov.tw",
        "ManagedBy": "[Central Weather Bureau](https://www.cwb.gov.tw/)",
        "UpdateFrequency": "Data is updated as soon as newer one is available.",
        "License": "https://data.gov.tw/license",
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            "earthquakes",
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        "Name": "Chalmers Cloud Ice Climatology",
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        "ManagedBy": "[Geoscience and Remote Sensing at Chalmers University of Technology](https://www.chalmers.se/en/departments/see/research/geo)",
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        "License": "[CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
            "atmosphere",
            "aws-pds",
            "climate",
            "deep learning",
            "environmental",
            "exploration",
            "geophysics",
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            "geospatial",
            "global",
            "ice",
            "planetary",
            "satellite imagery",
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        "Explore": [
            "[Browse Bucket](https://chalmerscloudiceclimatology.s3.amazonaws.com/index.html)"
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        "RequesterPays": null,
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    {
        "Name": "CitrusFarm Dataset",
        "Description": "CitrusFarm Dataset sequences",
        "ARN": "arn:aws:s3:::ucr-robotics/citrus-farm-dataset",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://ucr-robotics.github.io/Citrus-Farm-Dataset/",
        "Contact": "Hanzhe Teng (hteng007@ucr.edu), Konstantinos Karydis (kkarydis@ece.ucr.edu)",
        "ManagedBy": "[Autonomous Robots and Control Systems Lab](https://sites.google.com/view/arcs-lab)",
        "UpdateFrequency": "NA",
        "License": "Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0).",
        "Tags": [
            "aws-pds",
            "robotics",
            "computer vision",
            "agriculture",
            "localization",
            "mapping",
            "lidar",
            "IMU"
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    {
        "Name": "Clay Model v0 Embeddings",
        "Description": "Clay Model v0 Embeddings S3 Bucket",
        "ARN": "arn:aws:s3:::us-west-2.opendata.source.coop/clay/clay-model-v0-embeddings",
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        "Documentation": "https://source.coop/repositories/clay/clay-model-v0-embeddings/description",
        "Contact": "contact@madewithclay.org",
        "ManagedBy": "[Source Cooperative](https://source.coop/)",
        "UpdateFrequency": "As new model versions become available",
        "License": "Creative Commons Attribution 4.0 International License",
        "Tags": [
            "machine learning",
            "computer vision",
            "satellite imagery",
            "aerial imagery",
            "earth observation",
            "imaging"
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        "Explore": [
            "[Browse Dataset](https://source.coop/clay/clay-model-v0-embeddings/)"
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        "Host": null
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    {
        "Name": "Clay v1.5 NAIP-2",
        "Description": "Clay v15 NAIP-2 S3 Bucket",
        "ARN": "arn:aws:s3:::us-west-2.opendata.source.coop/clay/clay-v1-5-naip-2",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://source.coop/repositories/clay/clay-v1-5-naip-2/description",
        "Contact": "contact@madewithclay.org",
        "ManagedBy": "[Source Cooperative](https://source.coop/)",
        "UpdateFrequency": "As new NAIP data becomes available",
        "License": "Creative Commons Attribution 4.0 International License",
        "Tags": [
            "aerial imagery",
            "agriculture",
            "land use",
            "natural resource",
            "environmental"
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        "Explore": [
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        "Host": null
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    {
        "Name": "Clay v1.5 Sentinel-2",
        "Description": "Clay v15 Sentinel-2 S3 Bucket",
        "ARN": "arn:aws:s3:::us-west-2.opendata.source.coop/clay/clay-v1-5-sentinel2",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://source.coop/repositories/clay/clay-v1-5-sentinel2/description",
        "Contact": "contact@madewithclay.org",
        "ManagedBy": "[Source Cooperative](https://source.coop/)",
        "UpdateFrequency": "As new Sentinel-2 data becomes available",
        "License": "Creative Commons Attribution 4.0 International License",
        "Tags": [
            "satellite imagery",
            "earth observation",
            "agriculture",
            "land use",
            "environmental"
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        "Explore": [
            "[Browse Dataset](https://source.coop/repositories/clay/clay-v1-5-sentinel2/description)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Cloud Indexes for Bowtie, Kraken, HISAT, and Centrifuge",
        "Description": "This bucket contains genomic indexes for Bowtie, Kraken, HISAT, and Centrifuge",
        "ARN": "arn:aws:s3:::genome-idx",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://benlangmead.github.io/aws-indexes/",
        "Contact": "https://github.com/BenLangmead/aws-indexes/issues",
        "ManagedBy": "Langmead Lab at Johns Hopkins University & Kim Lab at University of Texas Southwestern",
        "UpdateFrequency": "As new data becomes available; roughly quarterly",
        "License": "Public Domain",
        "Tags": [
            "aws-pds",
            "genomic",
            "bioinformatics",
            "biology",
            "whole genome sequencing",
            "medicine",
            "reference index",
            "mapping",
            "life sciences"
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        "Explore": null,
        "RequesterPays": null,
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        "Host": null
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    {
        "Name": "Cloud to Street - Microsoft Flood and Clouds Dataset",
        "Description": "Flood and Cloud Training Dataset",
        "ARN": "arn:aws:s3:::radiant-mlhub/c2smsfloods",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.drivendata.org/competitions/81/detect-flood-water/",
        "Contact": "support@cloudtostreet.info",
        "ManagedBy": "[Radiant Earth Foundation](https://radiant.earth/)",
        "UpdateFrequency": "Not updated",
        "License": "CC-BY-4.0 https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "aws-pds",
            "computer vision",
            "deep learning",
            "machine learning",
            "floods",
            "geospatial",
            "earth observation",
            "satellite imagery",
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            "synthetic aperture radar"
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        "Explore": null,
        "RequesterPays": null,
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        "Host": null
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    {
        "Name": "Co-Produced Climate Data to Support California's Resilience Investments",
        "Description": "Data catalog",
        "ARN": "arn:aws:s3:::cadcat",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://analytics.cal-adapt.org/data/",
        "Contact": "analytics@cal-adapt.org",
        "ManagedBy": "Cal-Adapt Analytics Engine https://analytics.cal-adapt.org/",
        "UpdateFrequency": "Infrequent, Irregular",
        "License": "Varies, see dataset specific metadata",
        "Tags": [
            "atmosphere",
            "aws-pds",
            "climate",
            "climate model",
            "earth observation",
            "geoscience",
            "geospatial",
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            "simulations",
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        "Explore": [
            "[Browse Bucket](https://cadcat.s3.amazonaws.com/index.html)",
            "[Data Catalog](https://cadcat.s3.amazonaws.com/cae-collection.csv)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Collection of open nation-scale LiDAR datasets",
        "Description": "Open LiDAR datasets",
        "ARN": "arn:aws:s3:::open-lidar-data",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/flai-ai/open-lidar-data",
        "Contact": "info@flai.ai",
        "ManagedBy": "[Flai](https://flai.ai/)",
        "UpdateFrequency": "When new open dataset is published.",
        "License": "The exact version of the licence depends on LiDAR dataset and is not the same for all datasets. Look for license.pdf file in the used dataset.",
        "Tags": [
            "aws-pds",
            "lidar",
            "earth observation",
            "geoscience",
            "geospatial",
            "land cover",
            "mapping",
            "survey"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Community Earth System Model Large Ensemble (CESM LENS)",
        "Description": "Project data files",
        "ARN": "arn:aws:s3:::ncar-cesm-lens",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://doi.org/10.26024/wt24-5j82",
        "Contact": "rdahelp@ucar.edu",
        "ManagedBy": "[National Center for Atmospheric Research](https://ncar.ucar.edu/)",
        "UpdateFrequency": "Rare. The LENS experiment is complete, but we may occasionally copy additional fields from NCAR to AWS, or fix problems discovered in the AWS copy.",
        "License": "https://www.ucar.edu/terms-of-use/data",
        "Tags": [
            "climate",
            "model",
            "climate model",
            "atmosphere",
            "oceans",
            "land",
            "ice",
            "geospatial",
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        "Explore": null,
        "RequesterPays": null,
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    {
        "Name": "Community Earth System Model v2 ARISE (CESM2 ARISE)",
        "Description": "Project data files",
        "ARN": "arn:aws:s3:::ncar-cesm2-arise",
        "Region": "us-east-2",
        "Type": "S3 Bucket",
        "Documentation": "(https://github.com/NCAR/CESM2-ARISE)",
        "Contact": "opendata-aws-arise@ucar.edu",
        "ManagedBy": "[National Center for Atmospheric Research](https://ncar.ucar.edu/)",
        "UpdateFrequency": "Rare once complete (August 2022)",
        "License": "https://www.ucar.edu/terms-of-use/data",
        "Tags": [
            "climate",
            "model",
            "climate model",
            "atmosphere",
            "oceans",
            "land",
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            "geospatial",
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            "sustainability"
        ],
        "Explore": [
            "[Browse Bucket](https://ncar-cesm2-arise.s3.amazonaws.com/index.html)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Community Earth System Model v2 Large Ensemble (CESM2 LENS)",
        "Description": "Project data files",
        "ARN": "arn:aws:s3:::ncar-cesm2-lens",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://doi.org/10.26024/y48t-q717",
        "Contact": "rdahelp@ucar.edu",
        "ManagedBy": "[National Center for Atmospheric Research](https://ncar.ucar.edu/)",
        "UpdateFrequency": "Rare. The LENS experiment is complete, but we may occasionally copy additional fields from NCAR to AWS, or fix problems discovered in the AWS copy.",
        "License": "https://www.ucar.edu/terms-of-use/data",
        "Tags": [
            "climate",
            "model",
            "climate model",
            "atmosphere",
            "oceans",
            "land",
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            "aws-pds",
            "sustainability",
            "zarr"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Copernicus Digital Elevation Model (DEM) - GLO-30 Public in S3 bucket The list of tiles covering specific countries that are not yet released to the public is available here",
        "Description": "GLO-30 Public in S3 bucket The list of tiles covering specific countries that are not yet released to the public is available here",
        "ARN": "arn:aws:s3:::copernicus-dem-30m",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://copernicus-dem-30m.s3.amazonaws.com/readme.html",
        "Contact": "https://forum.sentinel-hub.com/c/aws-copdem/28",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "None, except GLO-30 Public can be updated if the public tile list changes.",
        "License": "GLO-30 Public and GLO-90 are available on a free basis for the general public under the terms and conditions of the Licence found on [here](https://dataspace.copernicus.eu/explore-data/data-collections/copernicus-contributing-missions/collections-description/COP-DEM).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "elevation",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "disaster response",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://copernicus-dem-30m-stac.s3.amazonaws.com/)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Copernicus Digital Elevation Model (DEM) - GLO-90 in S3 bucket",
        "Description": "GLO-90 in S3 bucket",
        "ARN": "arn:aws:s3:::copernicus-dem-90m",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://copernicus-dem-30m.s3.amazonaws.com/readme.html",
        "Contact": "https://forum.sentinel-hub.com/c/aws-copdem/28",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "None, except GLO-30 Public can be updated if the public tile list changes.",
        "License": "GLO-30 Public and GLO-90 are available on a free basis for the general public under the terms and conditions of the Licence found on [here](https://dataspace.copernicus.eu/explore-data/data-collections/copernicus-contributing-missions/collections-description/COP-DEM).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "elevation",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "disaster response",
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        "Explore": [
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Coupled Model Intercomparison Project 6 - Netcdf formatted data managed by the Earth System Grid Federation",
        "Description": "Netcdf formatted data managed by the Earth System Grid Federation",
        "ARN": "arn:aws:s3:::esgf-world",
        "Region": "us-east-2",
        "Type": "S3 Bucket",
        "Documentation": "https://pangeo-data.github.io/pangeo-cmip6-cloud/, https://www.wcrp-climate.org/wgcm-cmip/wgcm-cmip6",
        "Contact": "If you have any feedback on the CMIP6 data available on AWS please email sustainability-data-initiative@amazon.com. We are acepting requests for additional CMIP6 variables and/or models to be made available to AWS but cannot guarantee that your request will be fulfilled. We will prioritize requests that bring value to the largest number of users. Note that we are not providing technical support through this email account.We also seek to identify case studies on how CMIP6 data is being used and will be featuring those stories in future publications and events. If you are interested in seeing your story highlighted, please share it with the ASDI team here: sustainability-data-initiative@amazon.com.",
        "ManagedBy": "ESGF and Pangeo",
        "UpdateFrequency": "Core CMIP6 datasets are added as soon as they are available.",
        "License": "See [docs] (https://pangeo-data.github.io/pangeo-cmip6-cloud/licensing_citation.html) for further info",
        "Tags": [
            "aws-pds",
            "agriculture",
            "atmosphere",
            "climate",
            "earth observation",
            "environmental",
            "model",
            "oceans",
            "simulations",
            "weather"
        ],
        "Explore": [
            "[Browse Bucket](https://esgf-world.s3.amazonaws.com/index.html)",
            "[Data Catalog](https://cmip6-nc.s3.amazonaws.com/esgf-world.csv.gz)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Coupled Model Intercomparison Project 6 - Zarr formatted data",
        "Description": "Zarr formatted data",
        "ARN": "arn:aws:s3:::cmip6-pds",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://pangeo-data.github.io/pangeo-cmip6-cloud/, https://www.wcrp-climate.org/wgcm-cmip/wgcm-cmip6",
        "Contact": "If you have any feedback on the CMIP6 data available on AWS please email sustainability-data-initiative@amazon.com. We are acepting requests for additional CMIP6 variables and/or models to be made available to AWS but cannot guarantee that your request will be fulfilled. We will prioritize requests that bring value to the largest number of users. Note that we are not providing technical support through this email account.We also seek to identify case studies on how CMIP6 data is being used and will be featuring those stories in future publications and events. If you are interested in seeing your story highlighted, please share it with the ASDI team here: sustainability-data-initiative@amazon.com.",
        "ManagedBy": "ESGF and Pangeo",
        "UpdateFrequency": "Core CMIP6 datasets are added as soon as they are available.",
        "License": "See [docs] (https://pangeo-data.github.io/pangeo-cmip6-cloud/licensing_citation.html) for further info",
        "Tags": [
            "aws-pds",
            "agriculture",
            "atmosphere",
            "climate",
            "earth observation",
            "environmental",
            "model",
            "oceans",
            "simulations",
            "weather"
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        "Explore": [
            "[Browse Bucket](https://cmip6-pds.s3.amazonaws.com/index.html#CMIP6/)",
            "[Data Catalog](https://cmip6-pds.s3.amazonaws.com/pangeo-cmip6.csv)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Coupled Model Intercomparison Project Phase 5 (CMIP5) University of Wisconsin-Madison Probabilistic Downscaling Dataset",
        "Description": "Data files",
        "ARN": "arn:aws:s3:::noaa-nws-uwpd-cmip5-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://djlorenz.github.io/downscaling2/main.html",
        "Contact": "For questions about data development, quality and content, please contact Dr. David Lorenz at david.lorenz@wisc.edu.<br />For general questions or feedback about the data and its usage, please submit the inquiries to Hydrometeorological Design Study Center at hdsc.questions@noaa.gov. <br />For any questions regarding data delivery not associated with this platform or any general questions regarding the NOAA Big Data Program, email noaa.bdp@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NOAA BDP team here: noaa.bdp@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Periodically, as new data becomes available or when corrections are implemented.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired. <br/> <br/> NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
            "aws-pds",
            "climate",
            "coastal",
            "disaster response",
            "environmental",
            "meteorological",
            "sustainability",
            "oceans",
            "water",
            "weather"
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            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/cgls_lwq300_2016_2024)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa - Copernicus Global Land Service - Lake Water Quality - Lake Water Quality 2019-2024 (raster 100 m), 10-daily \u2013 version 1",
        "Description": "Lake Water Quality 2019-2024 (raster 100 m), 10-daily \u2013 version 1",
        "ARN": "arn:aws:s3:::deafrica-input-datasets/cgls_lwq100_2019_2024",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/CGLM_Lake_Water_Quality_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added regularly, as the Lake Water Quality (LWQ) datasets are updated every 10 days (dekadal composites), with near-real-time versions typically available within 3 to 4 days after satellite acquisition.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "water",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/cgls_lwq100_2019_2024)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa - Copernicus Global Land Service - Lake Water Quality - Lake Water Quality 2024 - present (raster 100 m), 10-daily \u2013 version 2",
        "Description": "Lake Water Quality 2024 - present (raster 100 m), 10-daily \u2013 version 2",
        "ARN": "arn:aws:s3:::deafrica-input-datasets/cgls_lwq100_2024_nrt",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/CGLM_Lake_Water_Quality_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added regularly, as the Lake Water Quality (LWQ) datasets are updated every 10 days (dekadal composites), with near-real-time versions typically available within 3 to 4 days after satellite acquisition.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "water",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/cgls_lwq100_2024_nrt)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa - Copernicus Global Land Service - Lake Water Quality - Lake Water Quality 2024 - present (raster 300 m), 10-daily \u2013 version 2",
        "Description": "Lake Water Quality 2024 - present (raster 300 m), 10-daily \u2013 version 2",
        "ARN": "arn:aws:s3:::deafrica-services/cgls_lwq300_2024_nrt",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/CGLM_Lake_Water_Quality_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added regularly, as the Lake Water Quality (LWQ) datasets are updated every 10 days (dekadal composites), with near-real-time versions typically available within 3 to 4 days after satellite acquisition.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "water",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/cgls_lwq300_2024_nrt)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa ALOS PALSAR, ALOS-2 PALSAR-2 and JERS-1 - ALOS PALSAR ALOS-2 PALSAR-2 data",
        "Description": "ALOS PALSAR ALOS-2 PALSAR-2 data",
        "ARN": "arn:aws:s3:::deafrica-input-datasets/alos_palsar_mosaic",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/ALOS_PALSAR_annual_mosaic_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "As available, generally annually.",
        "License": "Data is available for free under the [terms of use](https://earth.jaxa.jp/policy/en.html).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "synthetic aperture radar",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/alos_palsar_mosaic)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa ALOS PALSAR, ALOS-2 PALSAR-2 and JERS-1 - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-input-datasets-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/ALOS_PALSAR_annual_mosaic_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "As available, generally annually.",
        "License": "Data is available for free under the [terms of use](https://earth.jaxa.jp/policy/en.html).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "synthetic aperture radar",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa ALOS PALSAR, ALOS-2 PALSAR-2 and JERS-1 - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-input-datasets-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/ALOS_PALSAR_annual_mosaic_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "As available, generally annually.",
        "License": "Data is available for free under the [terms of use](https://earth.jaxa.jp/policy/en.html).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "synthetic aperture radar",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa CHIRPS Rainfall - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-input-datasets-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/CHIRPS_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "Monthly.",
        "License": "To the extent possible under the law, Pete Peterson has waived all copyright and related or neighboring rights to CHIRPS. CHIRPS data is in the public domain as registered with Creative Commons.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "earth observation",
            "food security",
            "geospatial",
            "meteorological",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa CHIRPS Rainfall - CHIRPS daily rainfall",
        "Description": "CHIRPS daily rainfall",
        "ARN": "arn:aws:s3:::deafrica-input-datasets/rainfall_chirps_daily",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/CHIRPS_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "Monthly.",
        "License": "To the extent possible under the law, Pete Peterson has waived all copyright and related or neighboring rights to CHIRPS. CHIRPS data is in the public domain as registered with Creative Commons.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "earth observation",
            "food security",
            "geospatial",
            "meteorological",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/rainfall_chirps_daily)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa CHIRPS Rainfall - CHIRPS monthly rainfall",
        "Description": "CHIRPS monthly rainfall",
        "ARN": "arn:aws:s3:::deafrica-input-datasets/rainfall_chirps_monthly",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/CHIRPS_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "Monthly.",
        "License": "To the extent possible under the law, Pete Peterson has waived all copyright and related or neighboring rights to CHIRPS. CHIRPS data is in the public domain as registered with Creative Commons.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "earth observation",
            "food security",
            "geospatial",
            "meteorological",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/rainfall_chirps_monthly)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa CHIRPS Rainfall - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-input-datasets-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/CHIRPS_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "Monthly.",
        "License": "To the extent possible under the law, Pete Peterson has waived all copyright and related or neighboring rights to CHIRPS. CHIRPS data is in the public domain as registered with Creative Commons.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "earth observation",
            "food security",
            "geospatial",
            "meteorological",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Coastlines - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-services-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Coastlines_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "To be defined.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "climate",
            "coastal",
            "earth observation",
            "geospatial",
            "satellite imagery",
            "sustainability",
            "deafrica"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Coastlines - DE Africa Coastlines",
        "Description": "DE Africa Coastlines",
        "ARN": "arn:aws:s3:::deafrica-services/coastlines",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Coastlines_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "To be defined.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "climate",
            "coastal",
            "earth observation",
            "geospatial",
            "satellite imagery",
            "sustainability",
            "deafrica"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Coastlines - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-services-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Coastlines_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "To be defined.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "climate",
            "coastal",
            "earth observation",
            "geospatial",
            "satellite imagery",
            "sustainability",
            "deafrica"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Cropland Extent Map (2019) - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-services-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Cropland_extent_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "To be defined.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "food security",
            "geospatial",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Cropland Extent Map (2019) - Cropland extent map 2019",
        "Description": "Cropland extent map 2019",
        "ARN": "arn:aws:s3:::deafrica-services/crop_mask",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Cropland_extent_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "To be defined.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "food security",
            "geospatial",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/crop_mask)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Cropland Extent Map (2019) - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-services-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Cropland_extent_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "To be defined.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "food security",
            "geospatial",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Fractional Cover - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-services-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Fractional_Cover_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added as new Landsat data is available. New summaries are available soon after data is available for a year.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Fractional Cover - Fractional Cover Annual Summary data",
        "Description": "Fractional Cover Annual Summary data",
        "ARN": "arn:aws:s3:::deafrica-services/fc_ls_summary_annual",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Fractional_Cover_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added as new Landsat data is available. New summaries are available soon after data is available for a year.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/fc_ls_summary_annual)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Fractional Cover - Fractional Cover data",
        "Description": "Fractional Cover data",
        "ARN": "arn:aws:s3:::deafrica-services/fc_ls",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Fractional_Cover_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added as new Landsat data is available. New summaries are available soon after data is available for a year.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/fc_ls)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Fractional Cover - New scene notifications, can subscribe with Lambda",
        "Description": "New scene notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:565417506782:deafrica-landsat-wofs",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Fractional_Cover_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added as new Landsat data is available. New summaries are available soon after data is available for a year.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Fractional Cover - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-services-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Fractional_Cover_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added as new Landsat data is available. New summaries are available soon after data is available for a year.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa GeoMAD - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-services-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/GeoMAD_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "GeoMADs for Sentinel-2 and Landsat are updated as their respective time periods are available.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa GeoMAD - Landsat 5 and 7 GeoMAD (Annual) data",
        "Description": "Landsat 5 and 7 GeoMAD (Annual) data",
        "ARN": "arn:aws:s3:::deafrica-services/gm_ls5_ls7_annual",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/GeoMAD_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "GeoMADs for Sentinel-2 and Landsat are updated as their respective time periods are available.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/gm_ls5_ls7_annual)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa GeoMAD - Landsat 8 GeoMAD (Annual) data",
        "Description": "Landsat 8 GeoMAD (Annual) data",
        "ARN": "arn:aws:s3:::deafrica-services/gm_ls8_annual",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/GeoMAD_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "GeoMADs for Sentinel-2 and Landsat are updated as their respective time periods are available.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/gm_ls8_annual)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa GeoMAD - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-services-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/GeoMAD_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "GeoMADs for Sentinel-2 and Landsat are updated as their respective time periods are available.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa GeoMAD - Sentinel-2 GeoMAD (Annual) data",
        "Description": "Sentinel-2 GeoMAD (Annual) data",
        "ARN": "arn:aws:s3:::deafrica-services/gm_s2_annual",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/GeoMAD_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "GeoMADs for Sentinel-2 and Landsat are updated as their respective time periods are available.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/gm_s2_annual)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa GeoMAD - Sentinel-2 GeoMAD (Semi-Annual) data",
        "Description": "Sentinel-2 GeoMAD (Semi-Annual) data",
        "ARN": "arn:aws:s3:::deafrica-services/gm_s2_semiannual",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/GeoMAD_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "GeoMADs for Sentinel-2 and Landsat are updated as their respective time periods are available.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/gm_s2_semiannual)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Global Mangrove Watch - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-input-datasets-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Global_Mangrove_Watch_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "To be defined.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "natural resource",
            "earth observation",
            "coastal",
            "geospatial",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog",
            "land cover"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Global Mangrove Watch - Global Mangrove Watch",
        "Description": "Global Mangrove Watch",
        "ARN": "arn:aws:s3:::deafrica-input-datasets/gmw",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Global_Mangrove_Watch_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "To be defined.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "natural resource",
            "earth observation",
            "coastal",
            "geospatial",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog",
            "land cover"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/gmw)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Global Mangrove Watch - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-services-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Global_Mangrove_Watch_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "To be defined.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "natural resource",
            "earth observation",
            "coastal",
            "geospatial",
            "satellite imagery",
            "sustainability",
            "deafrica",
            "stac",
            "cog",
            "land cover"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Landsat Collection 2 Level 2 - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-landsat-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_C2_SR_specs.html https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_C2_ST_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Landsat data are added regularly, usually within a few hours of them being available in the usgs-landsat bucket.",
        "License": "There are no restrictions on Landsat data downloaded from the USGS; it can be used or redistributed as desired. USGS request that you include a [statement of the data source](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con) when citing, copying, or reprinting USGS Landsat data or images.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Landsat Collection 2 Level 2 - Landsat scenes and metadata",
        "Description": "Landsat scenes and metadata",
        "ARN": "arn:aws:s3:::deafrica-landsat",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_C2_SR_specs.html https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_C2_ST_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Landsat data are added regularly, usually within a few hours of them being available in the usgs-landsat bucket.",
        "License": "There are no restrictions on Landsat data downloaded from the USGS; it can be used or redistributed as desired. USGS request that you include a [statement of the data source](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con) when citing, copying, or reprinting USGS Landsat data or images.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Landsat Collection 2 Level 2 - New scene notifications, can subscribe with Lambda",
        "Description": "New scene notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-landsat-scene-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_C2_SR_specs.html https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_C2_ST_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Landsat data are added regularly, usually within a few hours of them being available in the usgs-landsat bucket.",
        "License": "There are no restrictions on Landsat data downloaded from the USGS; it can be used or redistributed as desired. USGS request that you include a [statement of the data source](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con) when citing, copying, or reprinting USGS Landsat data or images.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Landsat Collection 2 Level 2 - S3 Inventory files",
        "Description": "S3 Inventory files",
        "ARN": "arn:aws:s3:::deafrica-landsat-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_C2_SR_specs.html https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_C2_ST_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Landsat data are added regularly, usually within a few hours of them being available in the usgs-landsat bucket.",
        "License": "There are no restrictions on Landsat data downloaded from the USGS; it can be used or redistributed as desired. USGS request that you include a [statement of the data source](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con) when citing, copying, or reprinting USGS Landsat data or images.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Monthly Normalised Difference Vegetation Index (NDVI) Anomaly - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-services-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/NDVI_Anomaly_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "From September 2022, the Monthly NDVI Anomaly is generated as a low latency product, i.e. anomaly for a month is generated on the 5th day of the following month. This ensures data is available shortly after the end of a month and all Landat 9 and Sentinel-2 observations are included. Not all landsat 8 observations for the month will be used, because the Landsat 8 Surface Refelectance product from USGS has a latency of over 2 weeks ([see Landsat Collection 2 Generation Timeline (https://www.usgs.gov/media/images/landsat-collection-2-generation-timeline)).",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Monthly Normalised Difference Vegetation Index (NDVI) Anomaly - Monthly Normalised Difference Vegetation Index (NDVI) Anomaly",
        "Description": "Monthly Normalised Difference Vegetation Index (NDVI) Anomaly",
        "ARN": "arn:aws:s3:::deafrica-services/ndvi_anomaly",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/NDVI_Anomaly_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "From September 2022, the Monthly NDVI Anomaly is generated as a low latency product, i.e. anomaly for a month is generated on the 5th day of the following month. This ensures data is available shortly after the end of a month and all Landat 9 and Sentinel-2 observations are included. Not all landsat 8 observations for the month will be used, because the Landsat 8 Surface Refelectance product from USGS has a latency of over 2 weeks ([see Landsat Collection 2 Generation Timeline (https://www.usgs.gov/media/images/landsat-collection-2-generation-timeline)).",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/ndvi_anomaly)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Monthly Normalised Difference Vegetation Index (NDVI) Anomaly - New scene notifications, can subscribe with Lambda",
        "Description": "New scene notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:565417506782:deafrica-landsat-wofs",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/NDVI_Anomaly_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "From September 2022, the Monthly NDVI Anomaly is generated as a low latency product, i.e. anomaly for a month is generated on the 5th day of the following month. This ensures data is available shortly after the end of a month and all Landat 9 and Sentinel-2 observations are included. Not all landsat 8 observations for the month will be used, because the Landsat 8 Surface Refelectance product from USGS has a latency of over 2 weeks ([see Landsat Collection 2 Generation Timeline (https://www.usgs.gov/media/images/landsat-collection-2-generation-timeline)).",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Monthly Normalised Difference Vegetation Index (NDVI) Anomaly - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-services-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/NDVI_Anomaly_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "From September 2022, the Monthly NDVI Anomaly is generated as a low latency product, i.e. anomaly for a month is generated on the 5th day of the following month. This ensures data is available shortly after the end of a month and all Landat 9 and Sentinel-2 observations are included. Not all landsat 8 observations for the month will be used, because the Landsat 8 Surface Refelectance product from USGS has a latency of over 2 weeks ([see Landsat Collection 2 Generation Timeline (https://www.usgs.gov/media/images/landsat-collection-2-generation-timeline)).",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Normalised Difference Vegetation Index (NDVI) Climatology - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-services-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/ndvi_climatology_ls.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "N/A.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "agriculture",
            "satellite imagery",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Normalised Difference Vegetation Index (NDVI) Climatology - New scene notifications, can subscribe with Lambda",
        "Description": "New scene notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:565417506782:deafrica-landsat-wofs",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/ndvi_climatology_ls.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "N/A.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "agriculture",
            "satellite imagery",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Normalised Difference Vegetation Index (NDVI) Climatology - Normalised Difference Vegetation Index (NDVI) Climatology",
        "Description": "Normalised Difference Vegetation Index (NDVI) Climatology",
        "ARN": "arn:aws:s3:::deafrica-services/ndvi_climatology_ls",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/ndvi_climatology_ls.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "N/A.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "agriculture",
            "satellite imagery",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/ndvi_climatology_ls)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Normalised Difference Vegetation Index (NDVI) Climatology - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-services-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/ndvi_climatology_ls.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "N/A.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "agriculture",
            "satellite imagery",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-1 Radiometrically Terrain Corrected - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-sentinel-1-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-1_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-1 data are added regularly.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog",
            "synthetic aperture radar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-1 Radiometrically Terrain Corrected - New scene notifications, can subscribe with Lambda",
        "Description": "New scene notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-sentinel-1-scene-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-1_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-1 data are added regularly.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog",
            "synthetic aperture radar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-1 Radiometrically Terrain Corrected - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-sentinel-1-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-1_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-1 data are added regularly.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog",
            "synthetic aperture radar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-1 Radiometrically Terrain Corrected - Sentinel-1 tiles and metadata",
        "Description": "Sentinel-1 tiles and metadata",
        "ARN": "arn:aws:s3:::deafrica-sentinel-1",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-1_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-1 data are added regularly.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog",
            "synthetic aperture radar"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/s1_rtc)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-2 Level-2A - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-sentinel-2-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-2_Level-2A_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-2 scenes are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-2 Level-2A - New scene notifications, can subscribe with Lambda",
        "Description": "New scene notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-sentinel-2-scene-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-2_Level-2A_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-2 scenes are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-2 Level-2A - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-sentinel-2-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-2_Level-2A_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-2 scenes are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-2 Level-2A - Sentinel-2 scenes and metadata",
        "Description": "Sentinel-2 scenes and metadata",
        "ARN": "arn:aws:s3:::deafrica-sentinel-2",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-2_Level-2A_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-2 scenes are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/s2_l2a)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-2 Level-2A Surface Reflectance Collection 1 - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-sentinel-2-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-2_Level-2A_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-2 scenes are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-2 Level-2A Surface Reflectance Collection 1 - New scene notifications, can subscribe with Lambda",
        "Description": "New scene notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-sentinel-2-l2a-c1-scene-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-2_Level-2A_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-2 scenes are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-2 Level-2A Surface Reflectance Collection 1 - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-sentinel-2-l2a-c1/sentinel-2-c1-l2a-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-2_Level-2A_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-2 scenes are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Sentinel-2 Level-2A Surface Reflectance Collection 1 - Sentinel-2 scenes and metadata",
        "Description": "Sentinel-2 scenes and metadata",
        "ARN": "arn:aws:s3:::deafrica-sentinel-2-l2a-c1/sentinel-2-c1-l2a",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-2_Level-2A_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New Sentinel-2 scenes are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/stac/collections/s2_l2a_c1)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Water Observations from Space - Bucket creation event notification, can subscribe with Lambda",
        "Description": "Bucket creation event notification, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:543785577597:deafrica-services-topic",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_WOfS_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added as new Landsat data is available. New summaries are available soon after data is available for a year.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "water",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Water Observations from Space - New scene notifications, can subscribe with Lambda",
        "Description": "New scene notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:af-south-1:565417506782:deafrica-landsat-wofs",
        "Region": "af-south-1",
        "Type": "SNS Topic",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_WOfS_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added as new Landsat data is available. New summaries are available soon after data is available for a year.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "water",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Water Observations from Space - S3 Inventory",
        "Description": "S3 Inventory",
        "ARN": "arn:aws:s3:::deafrica-services-inventory",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_WOfS_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added as new Landsat data is available. New summaries are available soon after data is available for a year.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
            "geospatial",
            "natural resource",
            "satellite imagery",
            "water",
            "deafrica",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Digital Earth Africa Water Observations from Space - Water Observations from Space All-Time Summary data",
        "Description": "Water Observations from Space All-Time Summary data",
        "ARN": "arn:aws:s3:::deafrica-services/wofs_ls_summary_alltime",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Landsat_WOfS_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "New scene-level data is added as new Landsat data is available. New summaries are available soon after data is available for a year.",
        "License": "DE Africa makes this data available under the Creative Commons Attribute 4.0 license https://creativecommons.org/licenses/by/4.0/.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "disaster response",
            "earth observation",
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        "UpdateFrequency": "New scene-level data is added as new Landsat data is available. New summaries are available soon after data is available for a year.",
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        "ManagedBy": "[Washington DC government](https://dc.gov/)",
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        "License": "See Washington, DC [Terms of Use](https://dc.gov/page/terms-and-conditions-use)",
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        "ManagedBy": "[Washington DC government](https://dc.gov/)",
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        "License": "See Washington, DC [Terms of Use](https://dc.gov/page/terms-and-conditions-use)",
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        "ManagedBy": "U.S. Environmental Protection Agency (https://www.epa.gov)",
        "UpdateFrequency": "Quarterly",
        "License": "These datasets are products of the U.S. Government and are intended for public access and use. Unless otherwise specified, all data produced by the U.S EPA is, by default, in the public domain and are not subject to domestic copyright protection under 17 U.S.C. \u00a7 105. More details on the U.S. Public Domain license are available here: https://www.usa.gov/publicdomain/label/1.0/",
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    {
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        "ManagedBy": "U.S. Environmental Protection Agency (https://www.epa.gov)",
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        "Explore": [
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    {
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        "ManagedBy": "[Veer Renewables](https://www.veer.eco/)",
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        "License": "CC BY-SA 4.0",
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        "ManagedBy": "[VITO](https://vito.be)",
        "UpdateFrequency": "Not updated.",
        "License": "CC-BY 4.0",
        "Tags": [
            "aws-pds",
            "earth observation",
            "agriculture",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "sustainability",
            "cog",
            "disaster response",
            "mapping",
            "synthetic aperture radar",
            "land cover",
            "land use",
            "machine learning",
            "stac"
        ],
        "Explore": [
            "[Products Grid](https://esa-worldcover.s3.eu-central-1.amazonaws.com/esa_worldcover_grid_composites.fgb)",
            "[WorldCover Viewer](https://viewer.esa-worldcover.org/worldcover/?layer=WORLDCOVER_2021_S1_VVVHratio)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "ESA WorldCover Sentinel-1 and Sentinel-2 10m Annual Composites - ESA WorldCover S2 composites The bucket contains the 3 Sentinel-2 L2A annual composites for the years 2020 and 2021 A 4 bands RGBNIR yearly median composite (B02, B03, B04, B08), a 2 bands SWIR yearly median composite (B11, B12) and a 3 bands NDVI yearly percentiles composite (NDVI p90, NDVI p50, NDVI p10)",
        "Description": "ESA WorldCover S2 composites The bucket contains the 3 Sentinel-2 L2A annual composites for the years 2020 and 2021 A 4 bands RGBNIR yearly median composite (B02, B03, B04, B08), a 2 bands SWIR yearly median composite (B11, B12) and a 3 bands NDVI yearly percentiles composite (NDVI p90, NDVI p50, NDVI p10)",
        "ARN": "arn:aws:s3:::esa-worldcover-s2",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "More information is available on the products' [GitHub](https://github.com/ESA-WorldCover/esa-worldcover-datasets) and on WorldCover project [website](https://esa-worldcover.org/en/data-access).",
        "Contact": "https://esa-worldcover.org/en/contact",
        "ManagedBy": "[VITO](https://vito.be)",
        "UpdateFrequency": "Not updated.",
        "License": "CC-BY 4.0",
        "Tags": [
            "aws-pds",
            "earth observation",
            "agriculture",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "sustainability",
            "cog",
            "disaster response",
            "mapping",
            "synthetic aperture radar",
            "land cover",
            "land use",
            "machine learning",
            "stac"
        ],
        "Explore": [
            "[Products Grid](https://esa-worldcover.s3.eu-central-1.amazonaws.com/esa_worldcover_grid_composites.fgb)",
            "[WorldCover Viewer](https://viewer.esa-worldcover.org/worldcover/?layer=WORLDCOVER_2021_S2_NDVI)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "EURO-CORDEX - European component of the Coordinated Regional Downscaling Experiment",
        "Description": "Project data files",
        "ARN": "arn:aws:s3:::euro-cordex",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www.euro-cordex.net/060378/index.php.en",
        "Contact": "cordex-aws@hereon.de",
        "ManagedBy": "[Helmholtz Centre Hereon / GERICS](https://www.climate-service-center.de)",
        "UpdateFrequency": "We will add more datasets on demand.",
        "License": "https://is-enes-data.github.io/cordex_terms_of_use.pdf",
        "Tags": [
            "aws-pds",
            "climate",
            "model",
            "climate model",
            "atmosphere",
            "geospatial",
            "zarr"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Earth Observation Data Cubes for Brazil - Earth Observation Data Cubes for Brazil - CBERS 4",
        "Description": "Earth Observation Data Cubes for Brazil - CBERS 4",
        "ARN": "arn:aws:s3:::bdc-cbers",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://brazildatacube.org/en/home-page-2/",
        "Contact": "brazildatacube@inpe.br",
        "ManagedBy": "[INPE - Brazil Data Cube](https://brazildatacube.org/)",
        "UpdateFrequency": "New EO data cubes are added as soon as there are produced by the Brazil Data Cube project.",
        "License": "The EO data cubes are produced from free and open images of CBERS-4, Landsat-8 and Sentinel-2 satellites. Data usage is subject to Terms and Conditions for the use and distribution of [Landsat data](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con), Legal Notice on the use and distribution of [Sentinel-2 data](https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice/) and License for use and distribution of [CBERS data](https://creativecommons.org/licenses/by-sa/3.0/). When using data produced by the Brazil Data Cube, please acknowledge the work of the Brazilian National Institute for Space Research (INPE) in producing such data.CBERS-4 image courtesy of the National Institute for Space Research (INPE).Landsat-8 image courtesy of the U.S. Geological Survey.Sentinel-2 (ESA) image courtesy of the Copernicus SciHub.Sentinel-2 Cloud-Optimized GeoTIFFs data 2017-2018, was accessed on June/2021 from https://registry.opendata.aws/sentinel-2-l2a-cogs.",
        "Tags": [
            "earth observation",
            "satellite imagery",
            "geoscience",
            "geospatial",
            "image processing",
            "open source software",
            "cog",
            "stac",
            "aws-pds"
        ],
        "Explore": [
            "[BDC STAC V0.9.0 endpoint](https://bdc-cbers.s3.us-west-2.amazonaws.com/catalog.json)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Earth Observation Data Cubes for Brazil - Earth Observation Data Cubes for Brazil - Sentinel 2A/2B",
        "Description": "Earth Observation Data Cubes for Brazil - Sentinel 2A/2B",
        "ARN": "arn:aws:s3:::bdc-sentinel-2",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://brazildatacube.org/en/home-page-2/",
        "Contact": "brazildatacube@inpe.br",
        "ManagedBy": "[INPE - Brazil Data Cube](https://brazildatacube.org/)",
        "UpdateFrequency": "New EO data cubes are added as soon as there are produced by the Brazil Data Cube project.",
        "License": "The EO data cubes are produced from free and open images of CBERS-4, Landsat-8 and Sentinel-2 satellites. Data usage is subject to Terms and Conditions for the use and distribution of [Landsat data](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con), Legal Notice on the use and distribution of [Sentinel-2 data](https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice/) and License for use and distribution of [CBERS data](https://creativecommons.org/licenses/by-sa/3.0/). When using data produced by the Brazil Data Cube, please acknowledge the work of the Brazilian National Institute for Space Research (INPE) in producing such data.CBERS-4 image courtesy of the National Institute for Space Research (INPE).Landsat-8 image courtesy of the U.S. Geological Survey.Sentinel-2 (ESA) image courtesy of the Copernicus SciHub.Sentinel-2 Cloud-Optimized GeoTIFFs data 2017-2018, was accessed on June/2021 from https://registry.opendata.aws/sentinel-2-l2a-cogs.",
        "Tags": [
            "earth observation",
            "satellite imagery",
            "geoscience",
            "geospatial",
            "image processing",
            "open source software",
            "cog",
            "stac",
            "aws-pds"
        ],
        "Explore": [
            "[BDC STAC V0.9.0 endpoint](https://bdc-sentinel-2.s3.us-west-2.amazonaws.com/catalog.json)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Earth Observation Data Cubes for Brazil - Notifications for new EO Data Cubes CBERS scenes",
        "Description": "Notifications for new EO Data Cubes CBERS scenes",
        "ARN": "arn:aws:sns:us-west-2:896627514407:bdc-cbers-object_created",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://brazildatacube.org/en/home-page-2/",
        "Contact": "brazildatacube@inpe.br",
        "ManagedBy": "[INPE - Brazil Data Cube](https://brazildatacube.org/)",
        "UpdateFrequency": "New EO data cubes are added as soon as there are produced by the Brazil Data Cube project.",
        "License": "The EO data cubes are produced from free and open images of CBERS-4, Landsat-8 and Sentinel-2 satellites. Data usage is subject to Terms and Conditions for the use and distribution of [Landsat data](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con), Legal Notice on the use and distribution of [Sentinel-2 data](https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice/) and License for use and distribution of [CBERS data](https://creativecommons.org/licenses/by-sa/3.0/). When using data produced by the Brazil Data Cube, please acknowledge the work of the Brazilian National Institute for Space Research (INPE) in producing such data.CBERS-4 image courtesy of the National Institute for Space Research (INPE).Landsat-8 image courtesy of the U.S. Geological Survey.Sentinel-2 (ESA) image courtesy of the Copernicus SciHub.Sentinel-2 Cloud-Optimized GeoTIFFs data 2017-2018, was accessed on June/2021 from https://registry.opendata.aws/sentinel-2-l2a-cogs.",
        "Tags": [
            "earth observation",
            "satellite imagery",
            "geoscience",
            "geospatial",
            "image processing",
            "open source software",
            "cog",
            "stac",
            "aws-pds"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Earth Observation Data Cubes for Brazil - Notifications for new EO Data Cubes Sentinel-2 scenes",
        "Description": "Notifications for new EO Data Cubes Sentinel-2 scenes",
        "ARN": "arn:aws:sns:us-west-2:896627514407:bdc-sentinel-2-object_created",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://brazildatacube.org/en/home-page-2/",
        "Contact": "brazildatacube@inpe.br",
        "ManagedBy": "[INPE - Brazil Data Cube](https://brazildatacube.org/)",
        "UpdateFrequency": "New EO data cubes are added as soon as there are produced by the Brazil Data Cube project.",
        "License": "The EO data cubes are produced from free and open images of CBERS-4, Landsat-8 and Sentinel-2 satellites. Data usage is subject to Terms and Conditions for the use and distribution of [Landsat data](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con), Legal Notice on the use and distribution of [Sentinel-2 data](https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice/) and License for use and distribution of [CBERS data](https://creativecommons.org/licenses/by-sa/3.0/). When using data produced by the Brazil Data Cube, please acknowledge the work of the Brazilian National Institute for Space Research (INPE) in producing such data.CBERS-4 image courtesy of the National Institute for Space Research (INPE).Landsat-8 image courtesy of the U.S. Geological Survey.Sentinel-2 (ESA) image courtesy of the Copernicus SciHub.Sentinel-2 Cloud-Optimized GeoTIFFs data 2017-2018, was accessed on June/2021 from https://registry.opendata.aws/sentinel-2-l2a-cogs.",
        "Tags": [
            "earth observation",
            "satellite imagery",
            "geoscience",
            "geospatial",
            "image processing",
            "open source software",
            "cog",
            "stac",
            "aws-pds"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Earth Radio Occultation",
        "Description": "Three types of data exist in a directory hierarchy that includes the contributing processing center, the radio occultation mission, the file type, and the date: (1) Calibrated excess phase (calibratedPhase), a type of level 1b data product; (2) retrievals of bending angle, refractivity, dry temperature and dry pressure (refractivityRetrieval) as functions of geopotential height, a type of level 2a data product; and (3) atmospheric retrievals of pressure, temperature, and water vapor as functions of geopotential height (atmosphericRetrieval), a type of level 2b data product In addition, a suite of JSON files containing the records that constitute of database of the contents of the archive RO data can be queried, subsetted and downloaded using the Python API awsgnssroutils",
        "ARN": "arn:aws:s3:::gnss-ro-data",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/gnss-ro/aws-opendata",
        "Contact": "Stephen Leroy (sleroy@aer.com)",
        "ManagedBy": "Verisk Atmospheric and Environmental Research, Inc.",
        "UpdateFrequency": "The dataset is updated monthly for UCAR and ROM SAF contributions only. The update frequency for the JPL contribution is to be determined.",
        "License": "A Creative Commons open-use licence (https://www.ucar.edu/terms-of-use/data) applies to the data contributed by UCAR; the EUMETSAT Data Policy (https://www.eumetsat.int/eumetsat-data-licensing) applies to the data contributed by the ROM SAF; and a creative commons license (https://creativecommmons.org/licenses/by/4.0/legalcode) applied to the data contributed by the NASA JPL of the California Institute of Technology. The source of the data is designated in the attribute 'processing_center' and the license in the attribute 'data_use_license'.",
        "Tags": [
            "aws-pds",
            "atmosphere",
            "climate",
            "earth observation",
            "global",
            "signal processing",
            "weather"
        ],
        "Explore": [
            "[Browse Bucket](https://gnss-ro-data.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "EarthDEM",
        "Description": "EarthDEM DEM Strips",
        "ARN": "arn:aws:s3:::pgc-opendata-dems/earthdem/strips/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.pgc.umn.edu/data/earthdem/",
        "Contact": "pgc-support@umn.edu",
        "ManagedBy": "[Polar Geospatial Center](https://www.pgc.umn.edu/)",
        "UpdateFrequency": "New DEM strips are added when allowed by licensing restrictions.  Mosaic products are added as soon as they are available.",
        "License": "[Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
            "aws-pds",
            "elevation",
            "earth observation",
            "geospatial",
            "mapping",
            "open source software",
            "satellite imagery",
            "cog",
            "stac"
        ],
        "Explore": [
            "[Browse Static STAC Catalog](https://polargeospatialcenter.github.io/stac-browser/#/external/pgc-opendata-dems.s3.us-west-2.amazonaws.com/earthdem/strips.json)",
            "[Dynamic STAC API Guide](https://www.pgc.umn.edu/guides/stereo-derived-elevation-models/stac-access-static-and-dynamic-api/)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "End-Use Load Profiles for the U.S. Building Stock",
        "Description": "End-Use Load Profiles for the US Building Stock",
        "ARN": "arn:aws:s3:::oedi-data-lake/nrel-pds-building-stock/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.nrel.gov/buildings/end-use-load-profiles.html",
        "Contact": "ComStock@nrel.gov and ResStock@nrel.gov",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "Twice per year",
        "License": "[ComStock License](https://github.com/NREL/ComStock/blob/main/LICENSE.txt) and [ResStock License](https://github.com/NREL/resstock/blob/main/LICENSE.md)",
        "Tags": [
            "aws-pds",
            "climate",
            "cities",
            "energy",
            "energy modeling",
            "geospatial",
            "metadata",
            "model",
            "open source software",
            "sustainability",
            "utilities"
        ],
        "Explore": [
            "[Browse Dataset](https://data.openei.org/s3_viewer?bucket=oedi-data-lake&prefix=nrel-pds-building-stock%2Fend-use-load-profiles-for-us-building-stock%2F)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Ensemble Meteorological Dataset for Planet Earth, EM-Earth",
        "Description": "Ensemble Meteorological Dataset for Planet Earth, EM-Earth",
        "ARN": "arn:aws:s3:::emearth",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://doi.org/10.20383/102.0547",
        "Contact": "shervan.gharari@usask.ca",
        "ManagedBy": "[Computational Hydrology at the University of Saskatchewan](https://uofs-comphyd.github.io/)",
        "UpdateFrequency": "N/A",
        "License": "Creative Commons Attribution 4.0 International (CC BY 4.0) https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "aws-pds",
            "atmosphere",
            "netcdf",
            "near-surface air temperature",
            "precipitation",
            "meteorological"
        ],
        "Explore": [
            "[Browse Bucket](https://emearth.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Euclid Quick Release 1 (Q1) - Catalogs: MER final catalog, photometric redshift catalogs, spectroscopic catalogs organized by Tile ID NIR and VIS catalogs of calibrated frame detections, organized by Observation ID FITS format",
        "Description": "Catalogs: MER final catalog, photometric redshift catalogs, spectroscopic catalogs organized by Tile ID NIR and VIS catalogs of calibrated frame detections, organized by Observation ID FITS format",
        "ARN": "arn:aws:s3:::nasa-irsa-euclid-q1/q1/catalogs",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/data/Euclid/docs/overview_q1.html",
        "Contact": "https://irsa.ipac.caltech.edu/docs/help_desk.html",
        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "Euclid Q1 has been finalized and will not be updated. The data may be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
            "astronomy",
            "imaging",
            "object detection",
            "satellite imagery",
            "survey"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": false,
        "Host": null
    },
    {
        "Name": "Euclid Quick Release 1 (Q1) - MER: Level 2 multiwavelength space- and ground-based mosaics FITS format, organized by Tile ID",
        "Description": "MER: Level 2 multiwavelength space- and ground-based mosaics FITS format, organized by Tile ID",
        "ARN": "arn:aws:s3:::nasa-irsa-euclid-q1/q1/MER",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/data/Euclid/docs/overview_q1.html",
        "Contact": "https://irsa.ipac.caltech.edu/docs/help_desk.html",
        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "Euclid Q1 has been finalized and will not be updated. The data may be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
            "astronomy",
            "imaging",
            "object detection",
            "satellite imagery",
            "survey"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": false,
        "Host": null
    },
    {
        "Name": "Euclid Quick Release 1 (Q1) - MER_SEG: Segmentation maps of detections made on the MER mosaics FITS format, organized by Tile ID",
        "Description": "MER_SEG: Segmentation maps of detections made on the MER mosaics FITS format, organized by Tile ID",
        "ARN": "arn:aws:s3:::nasa-irsa-euclid-q1/q1/MER_SEG",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/data/Euclid/docs/overview_q1.html",
        "Contact": "https://irsa.ipac.caltech.edu/docs/help_desk.html",
        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "Euclid Q1 has been finalized and will not be updated. The data may be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
            "astronomy",
            "imaging",
            "object detection",
            "satellite imagery",
            "survey"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": false,
        "Host": null
    },
    {
        "Name": "Euclid Quick Release 1 (Q1) - NIR: Level 2 YJH NISP calibrated frames FITS format, organized by Observation ID",
        "Description": "NIR: Level 2 YJH NISP calibrated frames FITS format, organized by Observation ID",
        "ARN": "arn:aws:s3:::nasa-irsa-euclid-q1/q1/NIR",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/data/Euclid/docs/overview_q1.html",
        "Contact": "https://irsa.ipac.caltech.edu/docs/help_desk.html",
        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "Euclid Q1 has been finalized and will not be updated. The data may be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
            "astronomy",
            "imaging",
            "object detection",
            "satellite imagery",
            "survey"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": false,
        "Host": null
    },
    {
        "Name": "Euclid Quick Release 1 (Q1) - RAW: Level 1 VIS and NISP raw frames FITS format, organized by Observation ID",
        "Description": "RAW: Level 1 VIS and NISP raw frames FITS format, organized by Observation ID",
        "ARN": "arn:aws:s3:::nasa-irsa-euclid-q1/q1/RAW",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/data/Euclid/docs/overview_q1.html",
        "Contact": "https://irsa.ipac.caltech.edu/docs/help_desk.html",
        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "Euclid Q1 has been finalized and will not be updated. The data may be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
            "astronomy",
            "imaging",
            "object detection",
            "satellite imagery",
            "survey"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": false,
        "Host": null
    },
    {
        "Name": "Euclid Quick Release 1 (Q1) - SIR: 2D spectroscopic science frames and 1D spectra FITS format, organized by Observation ID",
        "Description": "SIR: 2D spectroscopic science frames and 1D spectra FITS format, organized by Observation ID",
        "ARN": "arn:aws:s3:::nasa-irsa-euclid-q1/q1/SIR",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/data/Euclid/docs/overview_q1.html",
        "Contact": "https://irsa.ipac.caltech.edu/docs/help_desk.html",
        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "Euclid Q1 has been finalized and will not be updated. The data may be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
            "astronomy",
            "imaging",
            "object detection",
            "satellite imagery",
            "survey"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": false,
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        "Type": "S3 Bucket",
        "Documentation": "Documentation can be found [here](https://github.com/gbif/occurrence/blob/master/aws-public-data.md). You can learn more about GBIF [here](https://www.gbif.org).",
        "Contact": "helpdesk@gbif.org",
        "ManagedBy": "The Global Biodiversity Information Facility ([GBIF](https://www.gbif.org))",
        "UpdateFrequency": "Snapshots of GBIF are taken on a monthly basis",
        "License": "[CC-BY-NC](https://creativecommons.org/licenses/by-nc/4.0/) under the GBIF [terms of use](https://www.gbif.org/terms).",
        "Tags": [
            "aws-pds",
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            "biodiversity",
            "bioinformatics",
            "conservation",
            "life sciences"
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        "Explore": [
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        "Name": "Global Biodiversity Information Facility (GBIF) Species Occurrences - GBIF species occurrence data in Parquet format (sa-east-1 region)",
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        "Documentation": "Documentation can be found [here](https://github.com/gbif/occurrence/blob/master/aws-public-data.md). You can learn more about GBIF [here](https://www.gbif.org).",
        "Contact": "helpdesk@gbif.org",
        "ManagedBy": "The Global Biodiversity Information Facility ([GBIF](https://www.gbif.org))",
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        "License": "[CC-BY-NC](https://creativecommons.org/licenses/by-nc/4.0/) under the GBIF [terms of use](https://www.gbif.org/terms).",
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        "Documentation": "Documentation can be found [here](https://github.com/gbif/occurrence/blob/master/aws-public-data.md). You can learn more about GBIF [here](https://www.gbif.org).",
        "Contact": "helpdesk@gbif.org",
        "ManagedBy": "The Global Biodiversity Information Facility ([GBIF](https://www.gbif.org))",
        "UpdateFrequency": "Snapshots of GBIF are taken on a monthly basis",
        "License": "[CC-BY-NC](https://creativecommons.org/licenses/by-nc/4.0/) under the GBIF [terms of use](https://www.gbif.org/terms).",
        "Tags": [
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        "Name": "Global Biodiversity Information Facility (GBIF) Species Occurrences - GBIF species occurrence data in Parquet format (us-east-1 region)",
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        "Documentation": "Documentation can be found [here](https://github.com/gbif/occurrence/blob/master/aws-public-data.md). You can learn more about GBIF [here](https://www.gbif.org).",
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        "ManagedBy": "The Global Biodiversity Information Facility ([GBIF](https://www.gbif.org))",
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        "License": "[CC-BY-NC](https://creativecommons.org/licenses/by-nc/4.0/) under the GBIF [terms of use](https://www.gbif.org/terms).",
        "Tags": [
            "aws-pds",
            "earth observation",
            "biodiversity",
            "bioinformatics",
            "conservation",
            "life sciences"
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        "Explore": [
            "[Browse bucket](https://gbif-open-data-us-east-1.s3.us-east-1.amazonaws.com/index.html)"
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        "Name": "Global Database of Events, Language and Tone (GDELT) - Notifications for new data",
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        "Type": "SNS Topic",
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        "Tags": [
            "aws-pds",
            "events",
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        "Explore": null,
        "RequesterPays": null,
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        "Host": null
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    {
        "Name": "Global Database of Events, Language and Tone (GDELT) - Project data files",
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        "ARN": "arn:aws:s3:::gdelt-open-data",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www.gdeltproject.org/",
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        "License": "https://www.gdeltproject.org/about.html#termsofuse",
        "Tags": [
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        "Name": "Global Seasonal Sentinel-1 Interferometric Coherence and Backscatter Data Set - 1x1 degree tiled data and metadata in a S3 bucket, Global VRT mosaics (vrt",
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        "Documentation": "https://sentinel-1-global-coherence-earthbigdata.s3-website-us-west-2.amazonaws.com/",
        "Contact": "For questions regarding data methodology or delivery, contact info@earthbigdata.com.",
        "ManagedBy": "[Earth Big Data LLC](https://earthbigdata.com/)",
        "UpdateFrequency": "The data set covers the time period from 1-Dec-2019 to 30-Nov-2020. No updates are currently produced.",
        "License": "The use of these data fall under the terms and conditions of the [Creative Commons Attribution 4.0 International Public License](https://creativecommons.org/licenses/by/4.0/legalcode). Contains modified Copernicus Sentinel data. -- Any use of this data set in publications or sharing should use this citation: \"Global Seasonal Data Set of Interferometric Coherence and Backscatter from one Year of Sentinel-1 C-band SAR Data\". Josef Kellndorfer, Oliver Cartus, Marco Lavalle, Christophe Magnard, Shadi Oveisgharan, Batu Osmanoglu, Paul Rosen, Urs Wegm\u00fcller. doi: In Review. Accessed on [https://registry.opendata.aws/ebd-sentinel-1-global-coherence-backscatter/](https://registry.opendata.aws/ebd-sentinel-1-global-coherence-backscatter/)",
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            "ecosystems",
            "agriculture",
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            "earthquakes",
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            "geology",
            "geophysics",
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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        "Name": "Global Seasonal Sentinel-1 Interferometric Coherence and Backscatter Data Set - Global mosaics at 001 degree pixel spacing as cloud optimized GeoTIFFs in a S3 bucket",
        "Description": "Global mosaics at 001 degree pixel spacing as cloud optimized GeoTIFFs in a S3 bucket",
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        "Type": "S3 Bucket",
        "Documentation": "https://sentinel-1-global-coherence-earthbigdata.s3-website-us-west-2.amazonaws.com/",
        "Contact": "For questions regarding data methodology or delivery, contact info@earthbigdata.com.",
        "ManagedBy": "[Earth Big Data LLC](https://earthbigdata.com/)",
        "UpdateFrequency": "The data set covers the time period from 1-Dec-2019 to 30-Nov-2020. No updates are currently produced.",
        "License": "The use of these data fall under the terms and conditions of the [Creative Commons Attribution 4.0 International Public License](https://creativecommons.org/licenses/by/4.0/legalcode). Contains modified Copernicus Sentinel data. -- Any use of this data set in publications or sharing should use this citation: \"Global Seasonal Data Set of Interferometric Coherence and Backscatter from one Year of Sentinel-1 C-band SAR Data\". Josef Kellndorfer, Oliver Cartus, Marco Lavalle, Christophe Magnard, Shadi Oveisgharan, Batu Osmanoglu, Paul Rosen, Urs Wegm\u00fcller. doi: In Review. Accessed on [https://registry.opendata.aws/ebd-sentinel-1-global-coherence-backscatter/](https://registry.opendata.aws/ebd-sentinel-1-global-coherence-backscatter/)",
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            "ecosystems",
            "agriculture",
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            "natural resource",
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            "synthetic aperture radar",
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Grid Algorithms and Data Analytics Library (GADAL)",
        "Description": "Sample IEEE123 Bus system for OEDI SI",
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        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
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        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "energy",
            "environmental",
            "sustainability",
            "model"
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        "Explore": [
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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        "Name": "Gulfwide Avian Colony Monitoring Survey Photos",
        "Description": "High resolution(5184 x 3456) images are provided in jpg format (compression quality level 98%)The avian-monitoring folder includes the high resolution photos, the dotting process screenshots, the dotting information (birds and nest counts by species), and thumbnails of the subset of the images referenced on those dataset Files in this subfolder have been renamed and organized to have a common naming convension across the years The top level `High Resolution Images` includes all the high resolution images (even the ones not referenced in the dotting process) with their original filenames",
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        "UpdateFrequency": "~2 years",
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        "Tags": [
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            "conservation",
            "ecosystems",
            "object detection",
            "labeled",
            "environmental",
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        "Explore": [
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            "[README](https://experience.arcgis.com/experience/010503b4c64b4ff6a7f3570220a53647/page/Project-Information/)",
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        "AccountRequired": null,
        "Host": null
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        "Name": "HIRLAM Weather Model - Notifications for new pressure data",
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        "ARN": "arn:aws:sns:eu-west-1:916174725480:new-fmi-opendata-rcrhirlam-pressure-grib",
        "Region": "eu-west-1",
        "Type": "SNS Topic",
        "Documentation": "https://en.ilmatieteenlaitos.fi/open-data-on-aws-s3",
        "Contact": "avoin-data@fmi.fi",
        "ManagedBy": "[Finnish Meteorological Institute](https://www.ilmatieteenlaitos.fi/)",
        "UpdateFrequency": "The data is updated four times a day with analysis hours 00, 06, 12 and 18. Corresponding model runs are available roughly five hours after analysis time (~ after model run has started).",
        "License": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
        "Tags": [
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        "AccountRequired": null,
        "Host": null
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    {
        "Name": "HIRLAM Weather Model - Notifications for new surface data",
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        "Documentation": "https://en.ilmatieteenlaitos.fi/open-data-on-aws-s3",
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        "ManagedBy": "[Finnish Meteorological Institute](https://www.ilmatieteenlaitos.fi/)",
        "UpdateFrequency": "The data is updated four times a day with analysis hours 00, 06, 12 and 18. Corresponding model runs are available roughly five hours after analysis time (~ after model run has started).",
        "License": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
        "Tags": [
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        "RequesterPays": null,
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        "Host": null
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        "Name": "HIRLAM Weather Model - Pressure GRIB files",
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        "Documentation": "https://en.ilmatieteenlaitos.fi/open-data-on-aws-s3",
        "Contact": "avoin-data@fmi.fi",
        "ManagedBy": "[Finnish Meteorological Institute](https://www.ilmatieteenlaitos.fi/)",
        "UpdateFrequency": "The data is updated four times a day with analysis hours 00, 06, 12 and 18. Corresponding model runs are available roughly five hours after analysis time (~ after model run has started).",
        "License": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
        "Tags": [
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        "Explore": [
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        "RequesterPays": null,
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    {
        "Name": "HIRLAM Weather Model - Surface GRIB files",
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        "Documentation": "https://en.ilmatieteenlaitos.fi/open-data-on-aws-s3",
        "Contact": "avoin-data@fmi.fi",
        "ManagedBy": "[Finnish Meteorological Institute](https://www.ilmatieteenlaitos.fi/)",
        "UpdateFrequency": "The data is updated four times a day with analysis hours 00, 06, 12 and 18. Corresponding model runs are available roughly five hours after analysis time (~ after model run has started).",
        "License": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
        "Tags": [
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        "RequesterPays": null,
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    {
        "Name": "High Resolution Canopy Height Maps by WRI and Meta - California Canopy Height maps GeoTIFF files and Geojson files with observation date",
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        "Documentation": "https://github.com/facebookresearch/HighResCanopyHeight",
        "Contact": "dataforgood@meta.com",
        "ManagedBy": "[Meta](https://dataforgood.fb.com/)",
        "UpdateFrequency": "TBD",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
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        "Name": "High Resolution Canopy Height Maps by WRI and Meta - Global Canopy Height maps GeoTIFF files and Geojson files with observation date",
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        "Contact": "dataforgood@meta.com",
        "ManagedBy": "[Meta](https://dataforgood.fb.com/)",
        "UpdateFrequency": "TBD",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
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        "AccountRequired": null,
        "Host": null
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    {
        "Name": "High Resolution Canopy Height Maps by WRI and Meta - Model weights",
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        "Region": "us-east-1",
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        "Documentation": "https://github.com/facebookresearch/HighResCanopyHeight",
        "Contact": "dataforgood@meta.com",
        "ManagedBy": "[Meta](https://dataforgood.fb.com/)",
        "UpdateFrequency": "TBD",
        "License": "https://creativecommons.org/licenses/by/4.0/",
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            "cog",
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        "Host": null
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        "Name": "High Resolution Canopy Height Maps by WRI and Meta - Sao Paulo Canopy Height maps GeoTIFF files and Geojson files with observation date",
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        "Documentation": "https://github.com/facebookresearch/HighResCanopyHeight",
        "Contact": "dataforgood@meta.com",
        "ManagedBy": "[Meta](https://dataforgood.fb.com/)",
        "UpdateFrequency": "TBD",
        "License": "https://creativecommons.org/licenses/by/4.0/",
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        "Name": "High Resolution Canopy Height Maps by WRI and Meta - Sub Saharan Africa Height maps GeoTIFF files and Geojson files with observation date",
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        "ARN": "arn:aws:s3:::dataforgood-fb-data/forests/v1/subsaharan_africa/",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/facebookresearch/HighResCanopyHeight",
        "Contact": "dataforgood@meta.com",
        "ManagedBy": "[Meta](https://dataforgood.fb.com/)",
        "UpdateFrequency": "TBD",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
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    {
        "Name": "High Resolution Downscaled Climate Data for Southeast Alaska",
        "Description": "High-res dynamically downscaled climate data for Southeast Alaska",
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        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.sciencebase.gov/catalog/item/5f93658882ce720ee2d598a7",
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        "ManagedBy": "Scenarios Network for Alaska + Arctic Planning at the International Arctic Research Center, University of Alaska, Fairbanks",
        "UpdateFrequency": "as needed",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
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            "agriculture",
            "climate",
            "coastal",
            "earth observation",
            "environmental",
            "weather",
            "aws-pds",
            "sustainability"
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        "Explore": [
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        "RequesterPays": null,
        "AccountRequired": null,
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    {
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        "ARN": "arn:aws:s3:::dataforgood-fb-data/csv/",
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        "ManagedBy": "[Meta](https://dataforgood.fb.com/)",
        "UpdateFrequency": "Quarterly",
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            "demographics",
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    {
        "Name": "High resolution, annual cropland and landcover maps for selected African countries",
        "Description": "Field boundary and land cover maps",
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        "Contact": "mappingafrica@clarku.edu",
        "ManagedBy": "[The Agricultural Impacts Research Group](https://agroimpacts.info/)",
        "UpdateFrequency": "New maps are added as developed",
        "License": "[Planet NICFI participant license agreement](https://assets.planet.com/docs/Planet_ParticipantLicenseAgreement_NICFI.pdf)",
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        "RequesterPays": null,
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    {
        "Name": "Homeland Security and Infrastructure US Cities",
        "Description": "A Requester Pays Bucket of HSIP data including building footprints, LiDAR, ortho imagery, and vegetation delination",
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        "Contact": "https://github.com/hobuinc/hsip-lidar",
        "ManagedBy": "[Hobu, Inc.](https://hobu.co)",
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        "RequesterPays": true,
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    {
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        "Type": "S3 Bucket",
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        "ManagedBy": "[IDEAM](https://www.ideam.gov.co/)",
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    {
        "Name": "IGP Coal Plant",
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        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
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        "Contact": "support@radiant.earth",
        "ManagedBy": "[Radiant Earth Foundation](https://www.radiant.earth/)",
        "UpdateFrequency": "Not updated",
        "License": "The data is released under a ODC Public Domain Dedication & License 1.0 ([PDDL-1.0](https://spdx.org/licenses/PDDL-1.0.html)).",
        "Tags": [
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        "License": "Access to Indiana Geographic Information Office Orthoimagery is governed by Creative Commons 0 (CC0): https://creativecommons.org/publicdomain/zero/1.0/legalcode",
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        "ManagedBy": "[The Alaska Satellite Facility (ASF)](https://asf.alaska.edu/)",
        "UpdateFrequency": "Up to daily, as new satellite imagery is made available.",
        "License": "[Creative Commons Zero (CC0) 1.0 Universal License](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
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        "Name": "Inter-mission Time Series of Land Ice Velocity and Elevation (ITS_LIVE) - Notifications for new data",
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        "UpdateFrequency": "Up to daily, as new satellite imagery is made available.",
        "License": "[Creative Commons Zero (CC0) 1.0 Universal License](https://creativecommons.org/publicdomain/zero/1.0/)",
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        "Name": "JAXA / USGS / NASA Kaguya/SELENE Terrain Camera Observations - Scenes and metadata for monoscopic observing mode",
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        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "The Kaguya/SELENE mission has completed. No updates to this dataset are planned.",
        "License": "[CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
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        "Name": "JAXA / USGS / NASA Kaguya/SELENE Terrain Camera Observations - Scenes and metadata for spectral profiler (spsupport) observing mode",
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        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
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        "License": "[CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
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        "Explore": [
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        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "The Kaguya/SELENE mission has completed. No updates to this dataset are planned.",
        "License": "[CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
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        "Explore": [
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        "Name": "JMA Himawari-8/9 - Himawari-8 Imagery",
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        "ARN": "arn:aws:s3:::noaa-himawari8",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www.data.jma.go.jp/mscweb/en/himawari89/cloud_service/cloud_service.html https://www.data.jma.go.jp/mscweb/en/himawari89/space_segment/spsg_ahi.html",
        "Contact": "For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "10 minutes for Full Disk, 2.5 minutes for Regions 1, 2, and 3, and .5 minutes for Regions 4 and 5.",
        "License": "Himawari data is produced and managed by JMA. NOAA has rights to distribute this data freely and openly to the public. NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA and JMA request attribution for the use or dissemination of unaltered data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA or JMA. If you modify these data, you may not state or imply that it is original, unaltered data.",
        "Tags": [
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        "Explore": [
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        "RequesterPays": null,
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        "Name": "JMA Himawari-8/9 - Himawari-9 Imagery",
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        "ARN": "arn:aws:s3:::noaa-himawari9",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "License": "Himawari data is produced and managed by JMA. NOAA has rights to distribute this data freely and openly to the public. NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA and JMA request attribution for the use or dissemination of unaltered data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA or JMA. If you modify these data, you may not state or imply that it is original, unaltered data.",
        "Tags": [
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        "Explore": [
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        "Name": "JMA Himawari-8/9 - New data notifications for Himawari-8, only Lambda and SQS protocols allowed",
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "Tags": [
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "Tags": [
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        "Name": "Korea Meteorological Administration (KMA) GK-2A Satellite Data - GK2A Imagery",
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "10 minutes for Full Disk, 2 minutes for  4 visible channels and 12 infrared channels.",
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        "Tags": [
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        ],
        "Explore": [
            "[Browse Bucket](https://noaa-gk2a-pds.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Korea Meteorological Administration (KMA) GK-2A Satellite Data - New data notifications for GK2A, only Lambda and SQS protocols allowed",
        "Description": "New data notifications for GK2A, only Lambda and SQS protocols allowed",
        "ARN": "arn:aws:sns:us-east-1:709902155096:NewGK2AObject",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "https://nmsc.kma.go.kr/enhome/html/base/cmm/selectPage.do?page=satellite.gk2a.fact",
        "Contact": "For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "10 minutes for Full Disk, 2 minutes for  4 visible channels and 12 infrared channels.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "geospatial",
            "weather",
            "earth observation",
            "meteorological",
            "disaster response",
            "satellite imagery"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "KyFromAbove on AWS - Elevation and imagery data resources for the Commonwealth of Kentucky are organized in this bucket Elevation data is available in Cloud Optimized GeoTIFF (COG) and Geopackage formats depending on the data type Imagery data is also available in Cloud Optimized GeoTIFF (COG)format A Cloud Optimized GeoTIFF (COG) is a GeoTIFF file optimized for hosting on a HTTP file server COG has an internal organization that enables more efficient workflows on the cloud by supporting HTTP GET range requests, where just parts of a file are requested and returned",
        "Description": "Elevation and imagery data resources for the Commonwealth of Kentucky are organized in this bucket Elevation data is available in Cloud Optimized GeoTIFF (COG) and Geopackage formats depending on the data type Imagery data is also available in Cloud Optimized GeoTIFF (COG)format A Cloud Optimized GeoTIFF (COG) is a GeoTIFF file optimized for hosting on a HTTP file server COG has an internal organization that enables more efficient workflows on the cloud by supporting HTTP GET range requests, where just parts of a file are requested and returned",
        "ARN": "arn:aws:s3:::kyfromabove",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/kyfromabove",
        "Contact": "More information regarding the KyFromAbove program can be found at https://kyfromabove.ky.gov. If you have specific questions please contact - kyfromabove@ky.gov.",
        "ManagedBy": "[Kentucky Division of Geographic Information](https://kygeonet.ky.gov)",
        "UpdateFrequency": "KyFromAbove data is typically updated on an annual basis. Each year, a portion of the state is acquired with an overall update cycle of every three to four years. This update cadance is determined by both funding and the length of leaf-off conditions in a given year. This catalog currently includes imagery and LiDAR data from 2010 through 2024 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation"
        ],
        "Explore": [
            "[Browse Bucket](https://kyfromabove.s3.us-west-2.amazonaws.com/index.html)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "KyFromAbove on AWS - KyFromAbove Topographic Contours, digital elevation models, point cloud, spot elevations and the KyTopo Map Series quadrangles can be found in this bucket",
        "Description": "KyFromAbove Topographic Contours, digital elevation models, point cloud, spot elevations and the KyTopo Map Series quadrangles can be found in this bucket",
        "ARN": "arn:aws:s3:::kyfromabove/elevation/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/kyfromabove",
        "Contact": "More information regarding the KyFromAbove program can be found at https://kyfromabove.ky.gov. If you have specific questions please contact - kyfromabove@ky.gov.",
        "ManagedBy": "[Kentucky Division of Geographic Information](https://kygeonet.ky.gov)",
        "UpdateFrequency": "KyFromAbove data is typically updated on an annual basis. Each year, a portion of the state is acquired with an overall update cycle of every three to four years. This update cadance is determined by both funding and the length of leaf-off conditions in a given year. This catalog currently includes imagery and LiDAR data from 2010 through 2024 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation"
        ],
        "Explore": [
            "[Browse Bucket](https://kyfromabove.s3.us-west-2.amazonaws.com/index.html#elevation/)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "KyFromAbove on AWS - KyFromAbove aerial imagery, both nadir and oblique views, can be found in this bucket Phase 1 and 2 data is currently available Phase 3 oblique imagery is available and ortho imagery will be available in early 2025",
        "Description": "KyFromAbove aerial imagery, both nadir and oblique views, can be found in this bucket Phase 1 and 2 data is currently available Phase 3 oblique imagery is available and ortho imagery will be available in early 2025",
        "ARN": "arn:aws:s3:::kyfromabove/imagery/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/kyfromabove",
        "Contact": "More information regarding the KyFromAbove program can be found at https://kyfromabove.ky.gov. If you have specific questions please contact - kyfromabove@ky.gov.",
        "ManagedBy": "[Kentucky Division of Geographic Information](https://kygeonet.ky.gov)",
        "UpdateFrequency": "KyFromAbove data is typically updated on an annual basis. Each year, a portion of the state is acquired with an overall update cycle of every three to four years. This update cadance is determined by both funding and the length of leaf-off conditions in a given year. This catalog currently includes imagery and LiDAR data from 2010 through 2024 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation"
        ],
        "Explore": [
            "[Browse Bucket](https://kyfromabove.s3.us-west-2.amazonaws.com/index.html#imagery/)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "KyFromAbove on AWS - KyFromAbove oblique imagery can be found in this folder The four oblique views associated with each ortho image are provided in a 3-band (RGB) Cloud Optimized GeoTiff format using the default 512x512 tile setting There are no oblique images available for Phase 1 and 2 Phase 3 data is available for the entire state It is organized by year and season (where Season1 = Spring and Season2 = Fall) as imagery is being acquired during the fall and spring leaf-off seasons as sun angle and weather conditions permit",
        "Description": "KyFromAbove oblique imagery can be found in this folder The four oblique views associated with each ortho image are provided in a 3-band (RGB) Cloud Optimized GeoTiff format using the default 512x512 tile setting There are no oblique images available for Phase 1 and 2 Phase 3 data is available for the entire state It is organized by year and season (where Season1 = Spring and Season2 = Fall) as imagery is being acquired during the fall and spring leaf-off seasons as sun angle and weather conditions permit",
        "ARN": "arn:aws:s3:::kyfromabove/imagery/obliques/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/kyfromabove",
        "Contact": "More information regarding the KyFromAbove program can be found at https://kyfromabove.ky.gov. If you have specific questions please contact - kyfromabove@ky.gov.",
        "ManagedBy": "[Kentucky Division of Geographic Information](https://kygeonet.ky.gov)",
        "UpdateFrequency": "KyFromAbove data is typically updated on an annual basis. Each year, a portion of the state is acquired with an overall update cycle of every three to four years. This update cadance is determined by both funding and the length of leaf-off conditions in a given year. This catalog currently includes imagery and LiDAR data from 2010 through 2024 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation"
        ],
        "Explore": [
            "[Browse Bucket](https://kyfromabove.s3.us-west-2.amazonaws.com/index.html#imagery/obliques/)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "KyFromAbove on AWS - KyFromAbove ortho imagery for the Commonwealth of Kentucky organized in a 5000x5000 foot grid Each image tile has been converted to a Cloud Optimized GeoTiff format Phase 1 and 2 data is organized by acquisition year and is currently available for use Phase 3 is organized by year and season,  as imagery is being acquired during the fall and spring leaf-off seasons as sun angle permits Phase 3 ortho imagery will be available in early 2025",
        "Description": "KyFromAbove ortho imagery for the Commonwealth of Kentucky organized in a 5000x5000 foot grid Each image tile has been converted to a Cloud Optimized GeoTiff format Phase 1 and 2 data is organized by acquisition year and is currently available for use Phase 3 is organized by year and season,  as imagery is being acquired during the fall and spring leaf-off seasons as sun angle permits Phase 3 ortho imagery will be available in early 2025",
        "ARN": "arn:aws:s3:::kyfromabove/imagery/orthos/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/kyfromabove",
        "Contact": "More information regarding the KyFromAbove program can be found at https://kyfromabove.ky.gov. If you have specific questions please contact - kyfromabove@ky.gov.",
        "ManagedBy": "[Kentucky Division of Geographic Information](https://kygeonet.ky.gov)",
        "UpdateFrequency": "KyFromAbove data is typically updated on an annual basis. Each year, a portion of the state is acquired with an overall update cycle of every three to four years. This update cadance is determined by both funding and the length of leaf-off conditions in a given year. This catalog currently includes imagery and LiDAR data from 2010 through 2024 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation"
        ],
        "Explore": [
            "[Browse Bucket](https://kyfromabove.s3.us-west-2.amazonaws.com/index.html#imagery/orthos/)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "KyFromAbove on AWS - LiDAR-derived Point Cloud tiles for the Commonwealth of Kentucky organized in a 5000x5000 foot grid There is currently one data resource in this folder -  1) Phase 1 LiDAR-derived point clouds in LAZ format Phase 2 is now complete however Phase 3 efforts are still underway It is our aim to provide Phase 2 and Phase 3 data in a COPC (LAZ format)",
        "Description": "LiDAR-derived Point Cloud tiles for the Commonwealth of Kentucky organized in a 5000x5000 foot grid There is currently one data resource in this folder -  1) Phase 1 LiDAR-derived point clouds in LAZ format Phase 2 is now complete however Phase 3 efforts are still underway It is our aim to provide Phase 2 and Phase 3 data in a COPC (LAZ format)",
        "ARN": "arn:aws:s3:::kyfromabove/elevation/PointCloud/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/kyfromabove",
        "Contact": "More information regarding the KyFromAbove program can be found at https://kyfromabove.ky.gov. If you have specific questions please contact - kyfromabove@ky.gov.",
        "ManagedBy": "[Kentucky Division of Geographic Information](https://kygeonet.ky.gov)",
        "UpdateFrequency": "KyFromAbove data is typically updated on an annual basis. Each year, a portion of the state is acquired with an overall update cycle of every three to four years. This update cadance is determined by both funding and the length of leaf-off conditions in a given year. This catalog currently includes imagery and LiDAR data from 2010 through 2024 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation"
        ],
        "Explore": [
            "[Browse Bucket](https://kyfromabove.s3.us-west-2.amazonaws.com/index.html#elevation/PointCloud/)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "KyFromAbove on AWS - LiDAR-derived digital elevation models (DEM) for the Commonwealth of Kentucky organized in a 5000x5000 foot grid There are currently three data resources in this folder - 1) Phase 1 LiDAR-derived DEMs at a 5 foot resolution, 2) Phase 2 LiDAR-derived DEMs at a 2 foot resolution, and 3) Phase 3 LiDAR-derived DEMs at a 2 foot resolution All data has been converted to a Cloud Optimized GeoTIFF (COG) format Phase 2 is now complete however Phase 3 efforts are still underway",
        "Description": "LiDAR-derived digital elevation models (DEM) for the Commonwealth of Kentucky organized in a 5000x5000 foot grid There are currently three data resources in this folder - 1) Phase 1 LiDAR-derived DEMs at a 5 foot resolution, 2) Phase 2 LiDAR-derived DEMs at a 2 foot resolution, and 3) Phase 3 LiDAR-derived DEMs at a 2 foot resolution All data has been converted to a Cloud Optimized GeoTIFF (COG) format Phase 2 is now complete however Phase 3 efforts are still underway",
        "ARN": "arn:aws:s3:::kyfromabove/elevation/DEM/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/kyfromabove",
        "Contact": "More information regarding the KyFromAbove program can be found at https://kyfromabove.ky.gov. If you have specific questions please contact - kyfromabove@ky.gov.",
        "ManagedBy": "[Kentucky Division of Geographic Information](https://kygeonet.ky.gov)",
        "UpdateFrequency": "KyFromAbove data is typically updated on an annual basis. Each year, a portion of the state is acquired with an overall update cycle of every three to four years. This update cadance is determined by both funding and the length of leaf-off conditions in a given year. This catalog currently includes imagery and LiDAR data from 2010 through 2024 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation"
        ],
        "Explore": [
            "[Browse Bucket](https://kyfromabove.s3.us-west-2.amazonaws.com/index.html#elevation/DEM/)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "KyFromAbove on AWS - The data in this bucket includes spot elevations for the entire Commonwealth of Kentucky generated from the KyFromAbove Phase 1 LiDAR-derived digital elevation model (DEM) in a geopackage format ArcGIS was used to create this dataset Spot elevations for Phase 2 and Phase 3 will be generated upon completion of each Phase",
        "Description": "The data in this bucket includes spot elevations for the entire Commonwealth of Kentucky generated from the KyFromAbove Phase 1 LiDAR-derived digital elevation model (DEM) in a geopackage format ArcGIS was used to create this dataset Spot elevations for Phase 2 and Phase 3 will be generated upon completion of each Phase",
        "ARN": "arn:aws:s3:::kyfromabove/elevation/SpotElevations/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/kyfromabove",
        "Contact": "More information regarding the KyFromAbove program can be found at https://kyfromabove.ky.gov. If you have specific questions please contact - kyfromabove@ky.gov.",
        "ManagedBy": "[Kentucky Division of Geographic Information](https://kygeonet.ky.gov)",
        "UpdateFrequency": "KyFromAbove data is typically updated on an annual basis. Each year, a portion of the state is acquired with an overall update cycle of every three to four years. This update cadance is determined by both funding and the length of leaf-off conditions in a given year. This catalog currently includes imagery and LiDAR data from 2010 through 2024 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation"
        ],
        "Explore": [
            "[Browse Bucket](https://kyfromabove.s3.us-west-2.amazonaws.com/index.html#elevation/SpotElevations/)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "KyFromAbove on AWS - There are three data resources in this folder - 1) KyTopo Map Series quadrangles in a Cloud Optimized GeoTIFF (COG) format, 2) KyTopo Map Series quadrangles with all collar information in a non-georeferenced PNG format for printing on a standard ARCH-D sized sheet, and 3) the KyTopo Map Series quadrangles tile grid in a geopackage format The COGs were created using GDAL with JPEG compression at a 90% quality setting and the default 512x512 tile setting",
        "Description": "There are three data resources in this folder - 1) KyTopo Map Series quadrangles in a Cloud Optimized GeoTIFF (COG) format, 2) KyTopo Map Series quadrangles with all collar information in a non-georeferenced PNG format for printing on a standard ARCH-D sized sheet, and 3) the KyTopo Map Series quadrangles tile grid in a geopackage format The COGs were created using GDAL with JPEG compression at a 90% quality setting and the default 512x512 tile setting",
        "ARN": "arn:aws:s3:::kyfromabove/elevation/KyTopoMapSeries/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/kyfromabove",
        "Contact": "More information regarding the KyFromAbove program can be found at https://kyfromabove.ky.gov. If you have specific questions please contact - kyfromabove@ky.gov.",
        "ManagedBy": "[Kentucky Division of Geographic Information](https://kygeonet.ky.gov)",
        "UpdateFrequency": "KyFromAbove data is typically updated on an annual basis. Each year, a portion of the state is acquired with an overall update cycle of every three to four years. This update cadance is determined by both funding and the length of leaf-off conditions in a given year. This catalog currently includes imagery and LiDAR data from 2010 through 2024 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation"
        ],
        "Explore": [
            "[Browse Bucket](https://kyfromabove.s3.us-west-2.amazonaws.com/index.html#elevation/KyTopoMapSeries/)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "KyFromAbove on AWS - Topographic contours created from the KyFromAbove Phase 1 LiDAR-derived digital elevation model (DEM) in a geopackage and Esri file geodatabase format There are four data resources in this folder - 1) KyTopo contours at a 10-foot interval primarily for Western and Central Kentucky, 2) KyTopo contours at a 20-foot interval primarily for Central and Eastern Kentucky, 3) KyTopo contours at a 40-foot interval for Eastern Kentucky, and 4) KyTopo contours at a 5-foot interval for the entire Commonwealth",
        "Description": "Topographic contours created from the KyFromAbove Phase 1 LiDAR-derived digital elevation model (DEM) in a geopackage and Esri file geodatabase format There are four data resources in this folder - 1) KyTopo contours at a 10-foot interval primarily for Western and Central Kentucky, 2) KyTopo contours at a 20-foot interval primarily for Central and Eastern Kentucky, 3) KyTopo contours at a 40-foot interval for Eastern Kentucky, and 4) KyTopo contours at a 5-foot interval for the entire Commonwealth",
        "ARN": "arn:aws:s3:::kyfromabove/elevation/Contours/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/kyfromabove",
        "Contact": "More information regarding the KyFromAbove program can be found at https://kyfromabove.ky.gov. If you have specific questions please contact - kyfromabove@ky.gov.",
        "ManagedBy": "[Kentucky Division of Geographic Information](https://kygeonet.ky.gov)",
        "UpdateFrequency": "KyFromAbove data is typically updated on an annual basis. Each year, a portion of the state is acquired with an overall update cycle of every three to four years. This update cadance is determined by both funding and the length of leaf-off conditions in a given year. This catalog currently includes imagery and LiDAR data from 2010 through 2024 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation"
        ],
        "Explore": [
            "[Browse Bucket](https://kyfromabove.s3.us-west-2.amazonaws.com/index.html#elevation/Contours/)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Landsat Geometric Median and Absolute Deviations (GeoMAD) over the Pacific.",
        "Description": "Data access",
        "ARN": "arn:aws:s3:::dep-public-data",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://digitalearthpacific.org/#/applications",
        "Contact": "dep@spc.int",
        "ManagedBy": "[Pacific Community (SPC)](https://www.spc.int/)",
        "UpdateFrequency": "Annually",
        "License": "Digital Earth Pacific Data is available under the Creative CommonsAttribution 4.0 International license https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "earth observation",
            "geoscience",
            "geospatial"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Louisiana Watershed Initiative (LWI) Model Data",
        "Description": "Model Applications and Simulations",
        "ARN": "arn:aws:s3:::lwi-model-data",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://watershed.la.gov/modeling-program",
        "Contact": "endmc@thewaterinstitute.org",
        "ManagedBy": "The Water Institute",
        "UpdateFrequency": "yearly",
        "License": "https://creativecommons.org/licenses/by/4.0/ with attribution to Louisiana Watershed Council",
        "Tags": [
            "forecast",
            "bathymetry",
            "climate",
            "coastal",
            "disaster response",
            "elevation",
            "floods",
            "geospatial",
            "hydrologic model",
            "hydrology",
            "infrastructure",
            "land cover",
            "land use",
            "mapping",
            "meteorological",
            "model",
            "open source software",
            "precipitation",
            "simulations",
            "sustainability",
            "water",
            "weather",
            "aws-pds"
        ],
        "Explore": [
            "[Browse the bucket](https://lwi-model-data.s3.amazonaws.com/index.html)",
            "[Disover the data and models. The ID of the resources can be used to explore the data on the AWS bucket.](https://lwi.endmc.org/)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Low Altitude Disaster Imagery (LADI) Dataset",
        "Description": "LADI dataset: images and labels",
        "ARN": "arn:aws:s3:::ladi",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/LADI-Dataset/ladi-overview",
        "Contact": "ladi-dataset-admin@mit.edu",
        "ManagedBy": "[MIT Lincoln Laboratory Humanitarian Assistance and Disaster Relief group](https://www.ll.mit.edu/r-d/biotechnology-and-human-systems/humanitarian-assistance-and-disaster-relief-systems)",
        "UpdateFrequency": "Periodically",
        "License": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
        "Tags": [
            "aws-pds",
            "aerial imagery",
            "coastal",
            "computer vision",
            "disaster response",
            "earth observation",
            "earthquakes",
            "geospatial",
            "imaging",
            "image processing",
            "infrastructure",
            "land",
            "machine learning",
            "mapping",
            "natural resource",
            "seismology",
            "transportation",
            "urban",
            "water"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "MAN TruckScenes - MAN TruckScenes mini",
        "Description": "MAN TruckScenes mini",
        "ARN": "arn:aws:s3:::man-truckscenes/release/mini/",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www.man.eu/truckscenes",
        "Contact": "truckscenes@man.eu",
        "ManagedBy": "[MAN Truck and Bus SE](https://www.man.eu)",
        "UpdateFrequency": "The dataset may be updated with additional or corrected data on a need-to-update basis.",
        "License": "[CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/)",
        "Tags": [
            "autonomous vehicles",
            "radar",
            "lidar",
            "IMU",
            "GPS",
            "computer vision",
            "machine learning",
            "deep learning",
            "perception",
            "object detection",
            "object tracking",
            "transportation",
            "logistics",
            "robotics"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "MAN TruckScenes - MAN TruckScenes test",
        "Description": "MAN TruckScenes test",
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            "[Browse bucket](https://met-office-global-ocean-model-data.s3.eu-west-2.amazonaws.com/index.html)"
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    {
        "Name": "Met Office Global Ocean model on a 2-year rolling archive - Notifications for new global ocean model data",
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        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "The Global Ocean model runs once daily. T+00h is the midnight prior to production, the following are produced. T-48h to T-24h best estimate; T-24h to T+00h analyses; 7 day forecast (from T+00h).",
        "License": "British Crown copyright 2024-2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
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            "forecast",
            "geoscience",
            "geospatial",
            "global",
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    {
        "Name": "Met Office Global Wave model on a 2-year rolling archive - Met Office Global Wave model on a 2-year rolling archive",
        "Description": "Met Office Global Wave model on a 2-year rolling archive",
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        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "The Global Wave model runs at 00:00, 12:00 (UTC) to T+144h, and at 06:00, 18:00 (UTC) to T+66h.",
        "License": "British Crown copyright 2024-2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
        "Tags": [
            "aws-pds",
            "forecast",
            "geoscience",
            "geospatial",
            "global",
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            "netcdf",
            "ocean sea surface height",
            "oceans",
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        ],
        "Explore": [
            "[Browse bucket](https://met-office-global-wave-model-data.s3.eu-west-2.amazonaws.com/index.html)"
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    {
        "Name": "Met Office Global Wave model on a 2-year rolling archive - Notifications for new global wave model data",
        "Description": "Notifications for new global wave model data",
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        "Region": "eu-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.metoffice.gov.uk/services/data/external-data-channels",
        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "The Global Wave model runs at 00:00, 12:00 (UTC) to T+144h, and at 06:00, 18:00 (UTC) to T+66h.",
        "License": "British Crown copyright 2024-2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
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            "aws-pds",
            "forecast",
            "geoscience",
            "geospatial",
            "global",
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        "Explore": null,
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    {
        "Name": "Met Office Global and Regional Ensemble Prediction System - UK (MOGREPS-UK) on a 30-day rolling archive - Met Office Global and Regional Ensemble Prediction System - UK (MOGREPS-UK) on a 30-day rolling archive",
        "Description": "Met Office Global and Regional Ensemble Prediction System - UK (MOGREPS-UK) on a 30-day rolling archive",
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        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "The MOGREPS-UK model runs 24 times per day. The available time steps are provided every hour from 0 to 126 hours.",
        "License": "British Crown copyright 2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
        "Tags": [
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            "air temperature",
            "atmosphere",
            "forecast",
            "geoscience",
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            "near-surface relative humidity",
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        "Explore": [
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    },
    {
        "Name": "Met Office Global and Regional Ensemble Prediction System - UK (MOGREPS-UK) on a 30-day rolling archive - Notifications for new UK ensemble model data",
        "Description": "Notifications for new UK ensemble model data",
        "ARN": "arn:aws:sns:eu-west-2:633885181284:met-office-uk-ensemble-model-data-object_created",
        "Region": "eu-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.metoffice.gov.uk/services/data/external-data-channels",
        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "The MOGREPS-UK model runs 24 times per day. The available time steps are provided every hour from 0 to 126 hours.",
        "License": "British Crown copyright 2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
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            "air temperature",
            "atmosphere",
            "forecast",
            "geoscience",
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    {
        "Name": "Met Office NWS Ocean model on a 2-year rolling archive - Met Office NWS Ocean model on a 2-year rolling archive",
        "Description": "Met Office NWS Ocean model on a 2-year rolling archive",
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        "Region": "eu-west-2",
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        "Documentation": "hhttps://www.metoffice.gov.uk/binaries/content/assets/metofficegovuk/pdf/data/amm15-data-product-sheet.pdf",
        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "The NWS Ocean model runs once daily.",
        "License": "British Crown copyright 2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
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            "aws-pds",
            "forecast",
            "geoscience",
            "geospatial",
            "marine",
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            "ocean sea surface height",
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        "Explore": [
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        "Host": null
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    {
        "Name": "Met Office NWS Ocean model on a 2-year rolling archive - Notifications for new NWS ocean model data",
        "Description": "Notifications for new NWS ocean model data",
        "ARN": "arn:aws:sns:eu-west-2:633885181284:met-office-nws-ocean-model-data-object_created",
        "Region": "eu-west-2",
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        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "The NWS Ocean model runs once daily.",
        "License": "British Crown copyright 2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
        "Tags": [
            "aws-pds",
            "forecast",
            "geoscience",
            "geospatial",
            "marine",
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    {
        "Name": "Met Office NWS Wave model on a 2-year rolling archive - Met Office NWS Wave model on a 2-year rolling archive",
        "Description": "Met Office NWS Wave model on a 2-year rolling archive",
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        "Type": "S3 Bucket",
        "Documentation": "https://www.metoffice.gov.uk/binaries/content/assets/metofficegovuk/pdf/data/amm15-wave-data-product-sheet.pdf",
        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "The model runs at 00:00, 06:00, 12:00, 18:00 (UTC) from T-48h to T+143h",
        "License": "British Crown copyright 2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
        "Tags": [
            "aws-pds",
            "forecast",
            "geoscience",
            "geospatial",
            "marine",
            "model",
            "netcdf",
            "ocean sea surface height",
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        ],
        "Explore": [
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        "RequesterPays": null,
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    },
    {
        "Name": "Met Office NWS Wave model on a 2-year rolling archive - Notifications for new NWS wave model data",
        "Description": "Notifications for new NWS wave model data",
        "ARN": "arn:aws:sns:eu-west-2:633885181284:met-office-nws-wave-model-data-object_created",
        "Region": "eu-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.metoffice.gov.uk/binaries/content/assets/metofficegovuk/pdf/data/amm15-wave-data-product-sheet.pdf",
        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "The model runs at 00:00, 06:00, 12:00, 18:00 (UTC) from T-48h to T+143h",
        "License": "British Crown copyright 2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
        "Tags": [
            "aws-pds",
            "forecast",
            "geoscience",
            "geospatial",
            "marine",
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            "netcdf",
            "ocean sea surface height",
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            "weather"
        ],
        "Explore": null,
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    },
    {
        "Name": "Met Office UK Deterministic (UKV)2km on a 2-year rolling archive - Met Office UK Deterministic (UKV)2km on a 2-year rolling archive",
        "Description": "Met Office UK Deterministic (UKV)2km on a 2-year rolling archive",
        "ARN": "arn:aws:s3:::met-office-atmospheric-model-data",
        "Region": "eu-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.metoffice.gov.uk/services/data/external-data-channels",
        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "The UKV provides hourly forecasts covering the period T+0 to T+48 hours, produced at surface level and at standard pressure levels eight times a day. With 3 hourly forecasts out to T+120. Model runs hourly, with the run times of T+54 with 03*, 15* hours extended to T+120.",
        "License": "British Crown copyright 2023-2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
        "Tags": [
            "aws-pds",
            "air temperature",
            "atmosphere",
            "forecast",
            "geoscience",
            "geospatial",
            "model",
            "near-surface air temperature",
            "near-surface relative humidity",
            "netcdf",
            "weather"
        ],
        "Explore": [
            "[Browse bucket](https://met-office-atmospheric-model-data.s3.eu-west-2.amazonaws.com/index.html)"
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        "RequesterPays": null,
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    },
    {
        "Name": "Met Office UK Deterministic (UKV)2km on a 2-year rolling archive - Notifications for new atmospheric model data",
        "Description": "Notifications for new atmospheric model data",
        "ARN": "arn:aws:sns:eu-west-2:633885181284:met-office-atmospheric-model-data-object_created",
        "Region": "eu-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.metoffice.gov.uk/services/data/external-data-channels",
        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
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        "License": "British Crown copyright 2023-2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
        "Tags": [
            "aws-pds",
            "air temperature",
            "atmosphere",
            "forecast",
            "geoscience",
            "geospatial",
            "model",
            "near-surface air temperature",
            "near-surface relative humidity",
            "netcdf",
            "weather"
        ],
        "Explore": null,
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    },
    {
        "Name": "Met Office UK Earth System Model (UKESM1) ARISE-SAI geoengineering experiment data",
        "Description": "CMIP6 standards-compliant netCDF data",
        "ARN": "arn:aws:s3:::met-office-ukesm1-arise",
        "Region": "eu-west-2",
        "Type": "S3 Bucket",
        "Documentation": "(https://github.com/MetOffice/arise-cmor-tables)",
        "Contact": "https://github.com/MetOffice/arise-cmor-tables/issues",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk)",
        "UpdateFrequency": "Rare once complete",
        "License": "CMIP6 data included is licensed under CC-BY 4.0 (see [here](https://wcrp-cmip.github.io/CMIP6_CVs/docs/CMIP6_source_id_licenses.html). Additional ARISE-SAI data is licenced under the [Open Government Licence v3](https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/)",
        "Tags": [
            "climate",
            "model",
            "climate model",
            "atmosphere",
            "oceans",
            "land",
            "ice",
            "geospatial",
            "aws-pds",
            "sustainability",
            "CMIP6"
        ],
        "Explore": [
            "[Browse Bucket](https://met-office-ukesm1-arise.s3.amazonaws.com/index.html)"
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        "RequesterPays": null,
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    {
        "Name": "Met Office UK Radar Observations on a 2-year rolling archive - Met Office UK Radar Observations on a 2-year rolling archive",
        "Description": "Met Office UK Radar Observations on a 2-year rolling archive",
        "ARN": "arn:aws:s3:::met-office-radar-obs-data",
        "Region": "eu-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.metoffice.gov.uk/services/data/external-data-channels",
        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "Four images per hour (every 15 minutes). The data is available within 20 minutes of the validity time of the product.",
        "License": "British Crown copyright 2024-2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
        "Tags": [
            "aws-pds",
            "atmosphere",
            "geospatial",
            "h5",
            "hdf5",
            "precipitation",
            "radar",
            "weather"
        ],
        "Explore": [
            "[Browse bucket](https://met-office-radar-obs-data.s3.eu-west-2.amazonaws.com/index.html)"
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        "RequesterPays": null,
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        "Host": null
    },
    {
        "Name": "Met Office UK Radar Observations on a 2-year rolling archive - Notifications for new radar observations data",
        "Description": "Notifications for new radar observations data",
        "ARN": "arn:aws:sns:eu-west-2:633885181284:met-office-radar-obs-data-object_created",
        "Region": "eu-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.metoffice.gov.uk/services/data/external-data-channels",
        "Contact": "servicedesk@metoffice.gov.uk. Service desk is only available Mon \u2013 Fri, 09:00 until 17:00 UTC (-1 hour during BST).  As a non-operational service we aim to respond to any service support enquiries within 3-5 business days.",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "Four images per hour (every 15 minutes). The data is available within 20 minutes of the validity time of the product.",
        "License": "British Crown copyright 2024-2025, the Met Office, is licensed under [CC BY-SA](https://creativecommons.org/licenses/by-sa/4.0/deed.en)",
        "Tags": [
            "aws-pds",
            "atmosphere",
            "geospatial",
            "h5",
            "hdf5",
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        ],
        "Explore": null,
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        "Host": null
    },
    {
        "Name": "Multi-Scale Ultra High Resolution (MUR) Sea Surface Temperature (SST)",
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        "ARN": "arn:aws:s3:::mur-sst/zarr-v1",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://podaac.jpl.nasa.gov/dataset/MUR-JPL-L4-GLOB-v4.1",
        "Contact": "podaac@podaac.jpl.nasa.gov",
        "ManagedBy": "[Farallon Institute](https://faralloninstitute.org)",
        "UpdateFrequency": "The temporal extent of the Zarr store is 2002-06-01 to 2020-01-20.",
        "License": "There are no restrictions on the use of these data.",
        "Tags": [
            "aws-pds",
            "earth observation",
            "environmental",
            "natural resource",
            "oceans",
            "satellite imagery",
            "climate",
            "water",
            "weather"
        ],
        "Explore": null,
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        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "My School Today",
        "Description": "Using open-source georeferenced data and satellite data products, we construct travel-time isochrones from school locations and overlay subnational population counts to construct a dataset of age-specific population counts within travel-time catchment areas in Africa The resulting walk-time data can help support gaps in existing education data and highlight open-source methods Our School location data is derived from OpenStreetMap, a powerful open-source data repository of georeferenced buildings, roads, amenities, and other physical features While OpenStreetMap is vast, data quality varies by region and many schools remain missing across the globe Please review the methodological note (bitly/MST-methodology) where we discuss the implications of missing data Finally, population data is derived from WorldPop constrained Sex/Age demographic population images The outputs are available as shapefiles",
        "ARN": "arn:aws:s3:::my-school-today",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://sdgstoday.org/dataset/my-school-today",
        "Contact": "sdgstoday@unsdsn.org",
        "ManagedBy": "SDSN SDGs Today",
        "UpdateFrequency": "Monthly (weekly updates in progress)",
        "License": "This work is licensed under a Creative Commons by Attribution (CC BY 4.0) license.",
        "Tags": [
            "aws-pds",
            "education",
            "geospatial",
            "infrastructure",
            "schools"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NA-CORDEX - North American component of the Coordinated Regional Downscaling Experiment",
        "Description": "Project data files",
        "ARN": "arn:aws:s3:::ncar-na-cordex",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://doi.org/10.26024/9xkm-fp81",
        "Contact": "rdahelp@ucar.edu",
        "ManagedBy": "[National Center for Atmospheric Research](https://ncar.ucar.edu/)",
        "UpdateFrequency": "Rare. NA-CORDEX is complete, but we may occasionally copy additional fields from NCAR to AWS, or fix problems discovered in the data.",
        "License": "https://na-cordex.org/terms-use.html",
        "Tags": [
            "climate",
            "model",
            "climate model",
            "atmosphere",
            "land",
            "geospatial",
            "aws-pds",
            "sustainability",
            "zarr"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NAIP on AWS - The data in this bucket is 3 band RGB in Geotiff format It is converted and managed by Esri This imagery is provided as Cloud Optimized GeoTIFFs, has been compressed using YCbCr JPEG with quality 85 It is provided as 512x512 tiles, with pyramids created using 2x sampling by averaging The bucket is set as a Requester Pays bucket",
        "Description": "The data in this bucket is 3 band RGB in Geotiff format It is converted and managed by Esri This imagery is provided as Cloud Optimized GeoTIFFs, has been compressed using YCbCr JPEG with quality 85 It is provided as 512x512 tiles, with pyramids created using 2x sampling by averaging The bucket is set as a Requester Pays bucket",
        "ARN": "arn:aws:s3:::naip-visualization",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/naip",
        "Contact": "imagerycontent@esri.com",
        "ManagedBy": "[Esri](https://www.esri.com/en-us/home)",
        "UpdateFrequency": "NAIP data is provided state by state at varying time intervals. Each year, a variable number of states are updated with an overall update cycle of every two to three years for each state. This catalog currently includes NAIP imagery from 2010 through 2023 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "natural resource",
            "regulatory",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": true,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NAIP on AWS - The data in this bucket is 4-band (RGB + NIR) in MRF format and Cloud Optimized GeoTIFF (COG) processed by Esri The MRF format is a cloud-optimized open data format that provides fast access to data on S3 MRF can be accessed using GDAL and most applications build using GDAL, but also directly by web applications Data is provided as 512x512 tiles, with reduced-resolution pyramids created using 2x sampling by averaging Finally, data compression is efficient and lossless (meaning the data values here are the same as the source) A Cloud Optimized GeoTIFF (COG) is a GeoTIFF file optimized for hosting on a HTTP file server COG has an internal organization that enables more efficient workflows on the cloud by supporting HTTP GET range requests, where just parts of a file are requested and returned The bucket is set as a Requester Pays bucket",
        "Description": "The data in this bucket is 4-band (RGB + NIR) in MRF format and Cloud Optimized GeoTIFF (COG) processed by Esri The MRF format is a cloud-optimized open data format that provides fast access to data on S3 MRF can be accessed using GDAL and most applications build using GDAL, but also directly by web applications Data is provided as 512x512 tiles, with reduced-resolution pyramids created using 2x sampling by averaging Finally, data compression is efficient and lossless (meaning the data values here are the same as the source) A Cloud Optimized GeoTIFF (COG) is a GeoTIFF file optimized for hosting on a HTTP file server COG has an internal organization that enables more efficient workflows on the cloud by supporting HTTP GET range requests, where just parts of a file are requested and returned The bucket is set as a Requester Pays bucket",
        "ARN": "arn:aws:s3:::naip-analytic",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/naip",
        "Contact": "imagerycontent@esri.com",
        "ManagedBy": "[Esri](https://www.esri.com/en-us/home)",
        "UpdateFrequency": "NAIP data is provided state by state at varying time intervals. Each year, a variable number of states are updated with an overall update cycle of every two to three years for each state. This catalog currently includes NAIP imagery from 2010 through 2023 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "natural resource",
            "regulatory",
            "cog"
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        "Explore": null,
        "RequesterPays": true,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NAIP on AWS - The data in this bucket is Original Imagery in Geotiff format 4-band (RGB + NIR) uncompressed no overviews and metadata in a Requester Pays bucket",
        "Description": "The data in this bucket is Original Imagery in Geotiff format 4-band (RGB + NIR) uncompressed no overviews and metadata in a Requester Pays bucket",
        "ARN": "arn:aws:s3:::naip-source",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/naip",
        "Contact": "imagerycontent@esri.com",
        "ManagedBy": "[Esri](https://www.esri.com/en-us/home)",
        "UpdateFrequency": "NAIP data is provided state by state at varying time intervals. Each year, a variable number of states are updated with an overall update cycle of every two to three years for each state. This catalog currently includes NAIP imagery from 2010 through 2023 for most products.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "aerial imagery",
            "geospatial",
            "natural resource",
            "regulatory",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": true,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA / USGS Controlled Europa DTMs",
        "Description": "Scenes and metadata",
        "ARN": "arn:aws:s3:::astrogeo-ard/jupiter/europa/galileo_voyager/usgs_controlled_dtms/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://stac.astrogeology.usgs.gov/docs/data/jupiter/europa/europa_controlled_usgs_dtms/",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "HiRISE data will be updated as new releases are made to the Planetary Data System.",
        "License": "[CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
            "aws-pds",
            "planetary",
            "satellite imagery",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC Catalog](https://stac.astrogeology.usgs.gov/browser-dev/#/api/collections/galileo_usgs_photogrammetrically_controlled_dtms?.language=en)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA / USGS Controlled THEMIS Mosaics",
        "Description": "Scenes and metadata",
        "ARN": "arn:aws:s3:::astrogeo-ard/mars/mo/themis/controlled_mosaics/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://stac.astrogeology.usgs.gov/docs/data/mars/themis_controlled_mosaics/",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "None planned.",
        "License": "[CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
            "aws-pds",
            "planetary",
            "satellite imagery",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC Catalog](https://stac.astrogeology.usgs.gov/browser-dev/#/api/collections/mo_themis_controlled_mosaics)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA / USGS Europa Controlled Observation Mosaics",
        "Description": "Scenes and metadata",
        "ARN": "arn:aws:s3:::astrogeo-ard/jupiter/europa/galileo_voyager/usgs_controlled_mosaics/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://stac.astrogeology.usgs.gov/docs/data/jupiter/europa/galileo_sequence_mosaics/",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "No future updates planned.",
        "License": "[CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
            "aws-pds",
            "planetary",
            "satellite imagery",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC Catalog](https://stac.astrogeology.usgs.gov/browser-dev/#/api/collections/galileo_usgs_photogrammetrically_controlled_mosaics)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA / USGS Europa Controlled Observations",
        "Description": "Scenes and metadata",
        "ARN": "arn:aws:s3:::astrogeo-ard/jupiter/europa/galileo_voyager/usgs_controlled_observations/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://stac.astrogeology.usgs.gov/docs/data/jupiter/europa/galileo_individual_images/",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "No future updates planned.",
        "License": "[CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
            "aws-pds",
            "planetary",
            "satellite imagery",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC Catalog](https://stac.astrogeology.usgs.gov/browser-dev/#/api/collections/galileo_usgs_photogrammetrically_controlled_observations)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA / USGS Mars Reconnaissance Orbiter (MRO) Context Camera (CTX) Targeted DTMs",
        "Description": "DTMs, orthoimages, error images, and quality assurance metrics",
        "ARN": "arn:aws:s3:::astrogeo-ard/mars/mro/ctx/controlled/usgs/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://stac.astrogeology.usgs.gov/docs/data/mars/ctxdtms/",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "Updated as new stereoapirs are processed",
        "License": "[CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
            "aws-pds",
            "planetary",
            "satellite imagery",
            "elevation",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC Catalog](https://stac.astrogeology.usgs.gov/browser-dev/#/collections/mro_ctx_controlled_usgs_dtms)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA / USGS Released HiRISE Digital Terrain Models",
        "Description": "Scenes and metadata",
        "ARN": "arn:aws:s3:::astrogeo-ard/mars/mro/hirise/controlled/dtm",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://stac.astrogeology.usgs.gov/docs/data/mars/hirise_dtms/",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "HiRISE DTMs will be updated as new releases are made by the University of Arizona to the Planetary Data System.",
        "License": "[CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
            "aws-pds",
            "planetary",
            "satellite imagery",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC Catalog](https://stac.astrogeology.usgs.gov/browser-dev/#/api/collections/mro_hirise_socet_dtms)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA / USGS Uncontrolled HiRISE RDRs",
        "Description": "Scenes and metadata",
        "ARN": "arn:aws:s3:::astrogeo-ard/mars/mro/hirise/uncontrolled_rdr_observations/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://stac.astrogeology.usgs.gov/docs/data/mars/uncontrolled_hirise/",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "HiRISE data will be updated as new releases are made to the Planetary Data System.",
        "License": "[CC0 1.0](https://creativecommons.org/publicdomain/zero/1.0/)",
        "Tags": [
            "aws-pds",
            "planetary",
            "satellite imagery",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC Catalog](https://stac.astrogeology.usgs.gov/browser-dev/#/collections/mro_hirise_uncontrolled_observations)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA Earth Exchange Global Daily Downscaled Projections (NEX-GDDP-CMIP6) - The NEX-GDDP-CMIP6 archive Files are in NetCDF format with the CF-17 metadata conventions",
        "Description": "The NEX-GDDP-CMIP6 archive Files are in NetCDF format with the CF-17 metadata conventions",
        "ARN": "arn:aws:s3:::nex-gddp-cmip6",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://doi.org/10.7917/OFSG3345",
        "Contact": "support@nccs.nasa.gov",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "No future updates planned.",
        "License": "As noted in the metadata of each file, the NEX-GDDP-CMIP6 archive wasinitially made available through a [CC-BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/),as required by the standard data license of the original CMIP6 data.In June 2022, the CMIP6 community updated their underlying licenseshttps://wcrp-cmip.github.io/CMIP6_CVs/docs/CMIP6_source_id_licenses.html, thereby allowing theNEX-GDDP-CMIP6 data license to also be updated. As of September 2022, all NEX-GDDP-CMIP6outputs are made available under a blanket Creative Commons Zero license (CC0) license.",
        "Tags": [
            "aws-pds",
            "CMIP6",
            "climate",
            "climate model",
            "model",
            "global",
            "environmental",
            "earth observation",
            "climate projections",
            "netcdf",
            "near-surface relative humidity",
            "near-surface specific humidity",
            "precipitation",
            "air temperature",
            "NASA Center for Climate Simulation (NCCS)",
            "cog"
        ],
        "Explore": [
            "[Browse Bucket](https://nex-gddp-cmip6.s3.us-west-2.amazonaws.com/index.html)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA Earth Exchange Global Daily Downscaled Projections (NEX-GDDP-CMIP6) - The NEX-GDDP-CMIP6-COG archive Files are in Cloud-Optimized GeoTiff (COG",
        "Description": "The NEX-GDDP-CMIP6-COG archive Files are in Cloud-Optimized GeoTiff (COG",
        "ARN": "arn:aws:s3:::nex-gddp-cmip6-cog",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://doi.org/10.7917/OFSG3345",
        "Contact": "support@nccs.nasa.gov",
        "ManagedBy": "[NASA](https://www.nasa.gov)",
        "UpdateFrequency": "No future updates planned.",
        "License": "As noted in the metadata of each file, the NEX-GDDP-CMIP6 archive wasinitially made available through a [CC-BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/),as required by the standard data license of the original CMIP6 data.In June 2022, the CMIP6 community updated their underlying licenseshttps://wcrp-cmip.github.io/CMIP6_CVs/docs/CMIP6_source_id_licenses.html, thereby allowing theNEX-GDDP-CMIP6 data license to also be updated. As of September 2022, all NEX-GDDP-CMIP6outputs are made available under a blanket Creative Commons Zero license (CC0) license.",
        "Tags": [
            "aws-pds",
            "CMIP6",
            "climate",
            "climate model",
            "model",
            "global",
            "environmental",
            "earth observation",
            "climate projections",
            "netcdf",
            "near-surface relative humidity",
            "near-surface specific humidity",
            "precipitation",
            "air temperature",
            "NASA Center for Climate Simulation (NCCS)",
            "cog"
        ],
        "Explore": [
            "[Browse Bucket](https://nex-gddp-cmip6-cog.s3.us-west-2.amazonaws.com/index.html)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA High Energy Astrophysics Mission Data - Chandra Mission Data Archive supported by the Chandra X-ray Observatory",
        "Description": "Chandra Mission Data Archive supported by the Chandra X-ray Observatory",
        "ARN": "arn:aws:s3:::nasa-heasarc/chandra/data/byobsid",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "The [HEASARC Website](https://heasarc.gsfc.nasa.gov/)",
        "Contact": "The [HEASARC Feedback](https://heasarc.gsfc.nasa.gov/cgi-bin/Feedback)",
        "ManagedBy": "The [HEASARC](https://heasarc.gsfc.nasa.gov/)",
        "UpdateFrequency": "Various.",
        "License": "See [the HEASARC data policy web site](https://heasarc.gsfc.nasa.gov/docs/heasarc/data_policy.html)",
        "Tags": [
            "aws-pds",
            "astronomy",
            "archives",
            "datacenter",
            "imaging",
            "satellite imagery",
            "x-ray"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA High Energy Astrophysics Mission Data - Fermi LAT weekly Data Products as well as GBM bursts and triggers  (The full mission data are archived at HEASARC, though only the most generically useful subset of them are provided here",
        "Description": "Fermi LAT weekly Data Products as well as GBM bursts and triggers  (The full mission data are archived at HEASARC, though only the most generically useful subset of them are provided here",
        "ARN": "arn:aws:s3:::heasarc-public/fermi/data/",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "The [HEASARC Website](https://heasarc.gsfc.nasa.gov/)",
        "Contact": "The [HEASARC Feedback](https://heasarc.gsfc.nasa.gov/cgi-bin/Feedback)",
        "ManagedBy": "The [HEASARC](https://heasarc.gsfc.nasa.gov/)",
        "UpdateFrequency": "Various.",
        "License": "See [the HEASARC data policy web site](https://heasarc.gsfc.nasa.gov/docs/heasarc/data_policy.html)",
        "Tags": [
            "aws-pds",
            "astronomy",
            "archives",
            "datacenter",
            "imaging",
            "satellite imagery",
            "x-ray"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA High Energy Astrophysics Mission Data - Swift Mission Data Archive For more information, see the website of the Swift Science Center",
        "Description": "Swift Mission Data Archive For more information, see the website of the Swift Science Center",
        "ARN": "arn:aws:s3:::nasa-heasarc/swift/data/obs/",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "The [HEASARC Website](https://heasarc.gsfc.nasa.gov/)",
        "Contact": "The [HEASARC Feedback](https://heasarc.gsfc.nasa.gov/cgi-bin/Feedback)",
        "ManagedBy": "The [HEASARC](https://heasarc.gsfc.nasa.gov/)",
        "UpdateFrequency": "Various.",
        "License": "See [the HEASARC data policy web site](https://heasarc.gsfc.nasa.gov/docs/heasarc/data_policy.html)",
        "Tags": [
            "aws-pds",
            "astronomy",
            "archives",
            "datacenter",
            "imaging",
            "satellite imagery",
            "x-ray"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA High Energy Astrophysics Mission Data - The ASCA Mission Data Archive More information available at the mission support website",
        "Description": "The ASCA Mission Data Archive More information available at the mission support website",
        "ARN": "arn:aws:s3:::nasa-heasarc/asca/data/rev2",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "The [HEASARC Website](https://heasarc.gsfc.nasa.gov/)",
        "Contact": "The [HEASARC Feedback](https://heasarc.gsfc.nasa.gov/cgi-bin/Feedback)",
        "ManagedBy": "The [HEASARC](https://heasarc.gsfc.nasa.gov/)",
        "UpdateFrequency": "Various.",
        "License": "See [the HEASARC data policy web site](https://heasarc.gsfc.nasa.gov/docs/heasarc/data_policy.html)",
        "Tags": [
            "aws-pds",
            "astronomy",
            "archives",
            "datacenter",
            "imaging",
            "satellite imagery",
            "x-ray"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA High Energy Astrophysics Mission Data - The Ariel5 Mission Data Archive  Total size < 1 GB",
        "Description": "The Ariel5 Mission Data Archive  Total size < 1 GB",
        "ARN": "arn:aws:s3:::nasa-heasarc/ariel5/",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "The [HEASARC Website](https://heasarc.gsfc.nasa.gov/)",
        "Contact": "The [HEASARC Feedback](https://heasarc.gsfc.nasa.gov/cgi-bin/Feedback)",
        "ManagedBy": "The [HEASARC](https://heasarc.gsfc.nasa.gov/)",
        "UpdateFrequency": "Various.",
        "License": "See [the HEASARC data policy web site](https://heasarc.gsfc.nasa.gov/docs/heasarc/data_policy.html)",
        "Tags": [
            "aws-pds",
            "astronomy",
            "archives",
            "datacenter",
            "imaging",
            "satellite imagery",
            "x-ray"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "NASA High Energy Astrophysics Mission Data - The BBXRT Mission Data Archive  Total size of 1 GB",
        "Description": "The BBXRT Mission Data Archive  Total size of 1 GB",
        "ARN": "arn:aws:s3:::nasa-heasarc/bbxrt",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "The [HEASARC Website](https://heasarc.gsfc.nasa.gov/)",
        "Contact": "The [HEASARC Feedback](https://heasarc.gsfc.nasa.gov/cgi-bin/Feedback)",
        "ManagedBy": "The [HEASARC](https://heasarc.gsfc.nasa.gov/)",
        "UpdateFrequency": "Various.",
        "License": "See [the HEASARC data policy web site](https://heasarc.gsfc.nasa.gov/docs/heasarc/data_policy.html)",
        "Tags": [
            "aws-pds",
            "astronomy",
            "archives",
            "datacenter",
            "imaging",
            "satellite imagery",
            "x-ray"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA High Energy Astrophysics Mission Data - The BeppoSAX Mission Data Archive  More information available at the mission support website",
        "Description": "The BeppoSAX Mission Data Archive  More information available at the mission support website",
        "ARN": "arn:aws:s3:::nasa-heasarc/sax/data/",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "The [HEASARC Website](https://heasarc.gsfc.nasa.gov/)",
        "Contact": "The [HEASARC Feedback](https://heasarc.gsfc.nasa.gov/cgi-bin/Feedback)",
        "ManagedBy": "The [HEASARC](https://heasarc.gsfc.nasa.gov/)",
        "UpdateFrequency": "Various.",
        "License": "See [the HEASARC data policy web site](https://heasarc.gsfc.nasa.gov/docs/heasarc/data_policy.html)",
        "Tags": [
            "aws-pds",
            "astronomy",
            "archives",
            "datacenter",
            "imaging",
            "satellite imagery",
            "x-ray"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NASA High Energy Astrophysics Mission Data - The COPERNICUS Mission Data Archive  Total size < 1 GB",
        "Description": "The COPERNICUS Mission Data Archive  Total size < 1 GB",
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "Contact": "For questions regarding data content or quality, visit [the NOAA GEFS site](https://www.emc.ncep.noaa.gov/emc/pages/numerical_forecast_systems/gefs.php). For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
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        "Contact": "For questions regarding data content or quality, visit [the NOAA GEFS site](https://www.emc.ncep.noaa.gov/emc/pages/numerical_forecast_systems/gefs.php). For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "Tags": [
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        "Contact": "For questions regarding data content or quality, visit [the NOAA GFS site](https://www.emc.ncep.noaa.gov/emc/pages/numerical_forecast_systems/gfs.php). For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. <br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
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        "Contact": "For questions regarding data content or quality, visit [the NOAA GFS site](https://www.emc.ncep.noaa.gov/emc/pages/numerical_forecast_systems/gfs.php). For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. <br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "Documentation": "https://www.emc.ncep.noaa.gov/emc/pages/numerical_forecast_systems/gfs.php",
        "Contact": "For questions regarding data content or quality, visit [the NOAA GFS site](https://www.emc.ncep.noaa.gov/emc/pages/numerical_forecast_systems/gfs.php). For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. <br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
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        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "[NACC Landing Page at NOAA-ARL](https://www.arl.noaa.gov/research/surface-atmosphere-exchange-home/tools-and-products/nacc-nacc-cloud/) , [NACC GitHub](https://github.com/noaa-oar-arl/NACC), [NACC-Cloud Link](https://nacc.arl.noaa.gov/nacc/login), [Canopy-App](https://github.com/noaa-oar-arl/canopy-app), [NCEI GLSDs](https://doi.org/10.25921/qzm2-zg29), [Hung et al., 2024](https://repository.library.noaa.gov/view/noaa/65705)",
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        "Region": "us-east-1",
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        "Documentation": "[NACC Landing Page at NOAA-ARL](https://www.arl.noaa.gov/research/surface-atmosphere-exchange-home/tools-and-products/nacc-nacc-cloud/) , [NACC GitHub](https://github.com/noaa-oar-arl/NACC), [NACC-Cloud Link](https://nacc.arl.noaa.gov/nacc/login), [Canopy-App](https://github.com/noaa-oar-arl/canopy-app), [NCEI GLSDs](https://doi.org/10.25921/qzm2-zg29), [Hung et al., 2024](https://repository.library.noaa.gov/view/noaa/65705)",
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        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/noaa/noaa-ghcn",
        "Contact": "For questions regarding data content or quality, visit [the NOAA GHCN site](https://www.ncdc.noaa.gov/ghcn-daily-description).  <br />For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
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        "License": "NOAA data disseminated through NODD is made available under the [Creative Commons 1.0 Universal Public Domain Dedication (CC0-1.0) license](https://creativecommons.org/publicdomain/zero/1.0/?ref=chooser-v1\\), which is well-known and internationally recognized. There are no restrictions on the use of the data. The data are open to the public and can be used as desired. <br/> <br/> NOAA has adopted the Creative Commons license to ensure maximum use of our data, to spur and encourage exploration and innovation throughout the industry. This license is applicable to each of the NOAA datasets made available by NODD. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
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        "Contact": "For questions regarding data content or quality, visit [the NOAA GHCN site](https://www.ncdc.noaa.gov/ghcn-daily-description).  <br />For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
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        "License": "NOAA data disseminated through NODD is made available under the [Creative Commons 1.0 Universal Public Domain Dedication (CC0-1.0) license](https://creativecommons.org/publicdomain/zero/1.0/?ref=chooser-v1\\), which is well-known and internationally recognized. There are no restrictions on the use of the data. The data are open to the public and can be used as desired. <br/> <br/> NOAA has adopted the Creative Commons license to ensure maximum use of our data, to spur and encourage exploration and innovation throughout the industry. This license is applicable to each of the NOAA datasets made available by NODD. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
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        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www.ospo.noaa.gov/Products/atmosphere/ghe/index.html",
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        "Documentation": "https://www.ospo.noaa.gov/Products/atmosphere/ghe/index.html",
        "Contact": "For questions regarding product content orquality, visit https://www.ospo.noaa.gov/Products/atmosphere/ghe/index.html.<br />For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "15 minute-instantaneous",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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    {
        "Name": "NOAA Global Hydro Estimator (GHE) / Enterprise Rain Rate - New data notifications for GHE, only Lambda and SQS protocols allowed",
        "Description": "New data notifications for GHE, only Lambda and SQS protocols allowed",
        "ARN": "arn:aws:sns:us-east-1:123901341784:NewGHEObject",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "https://www.ospo.noaa.gov/Products/atmosphere/ghe/index.html",
        "Contact": "For questions regarding product content orquality, visit https://www.ospo.noaa.gov/Products/atmosphere/ghe/index.html.<br />For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "15 minute-instantaneous",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "meteorological",
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        "Explore": null,
        "RequesterPays": null,
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    {
        "Name": "NOAA Global Mosaic of Geostationary Satellite Imagery (GMGSI) - NOAA Global Mosaic of Geostationary Satellite Imagery (GMGSI)",
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        "ARN": "arn:aws:s3:::noaa-gmgsi-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "[https://www.ospo.noaa.gov/Operations/GOES/index.html](https://www.ospo.noaa.gov/Operations/GOES/index.html); [https://www.ospo.noaa.gov/Products/imagery/index.html](https://www.ospo.noaa.gov/Products/imagery/index.html)",
        "Contact": "For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. For general questions or feedback about the data, please submit inquiries through the NOAA Office of Coast Survey (OCS) ASSIST Tool at https://www.nauticalcharts.noaa.gov/customer-service/assist/.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Hourly",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired. <br/> <br/> NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
            "aws-pds",
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        "Explore": [
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        "RequesterPays": null,
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    {
        "Name": "NOAA Global Mosaic of Geostationary Satellite Imagery (GMGSI) - New data notifications for GMGSI, only Lambda and SQS protocols allowed",
        "Description": "New data notifications for GMGSI, only Lambda and SQS protocols allowed",
        "ARN": "arn:aws:sns:us-east-1:123901341784:NewGMGSIObject",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "[https://www.ospo.noaa.gov/Operations/GOES/index.html](https://www.ospo.noaa.gov/Operations/GOES/index.html); [https://www.ospo.noaa.gov/Products/imagery/index.html](https://www.ospo.noaa.gov/Products/imagery/index.html)",
        "Contact": "For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. For general questions or feedback about the data, please submit inquiries through the NOAA Office of Coast Survey (OCS) ASSIST Tool at https://www.nauticalcharts.noaa.gov/customer-service/assist/.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Hourly",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired. <br/> <br/> NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "agriculture",
            "climate",
            "meteorological",
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        "Explore": null,
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        "AccountRequired": null,
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    },
    {
        "Name": "NOAA Global Real-Time Ocean Forecast System (Global RTOFS) - NOAA Global Real Time Ocean Forecasting System Data",
        "Description": "NOAA Global Real Time Ocean Forecasting System Data",
        "ARN": "arn:aws:s3:::noaa-nws-rtofs-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://polar.ncep.noaa.gov/global/",
        "Contact": "For questions regarding data content or quality, visit the RTOFS site (https://polar.ncep.noaa.gov/global/). <br /> For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Once a day. The products are available at the following times each day <br /> 00z - Analysis and analysis post-processing <br /> 06z - forecast days 1-4, post-processing for most of these days <br /> 12z - forecast days 5-8, post-processing for these days and some of forecast days 1-4. <br />",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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        "Explore": [
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        "Host": null
    },
    {
        "Name": "NOAA Global Real-Time Ocean Forecast System (Global RTOFS) - NOAA Global Real Time Ocean Forecasting System New Dataset Notification",
        "Description": "NOAA Global Real Time Ocean Forecasting System New Dataset Notification",
        "ARN": "arn:aws:sns:us-east-1:709902155096:NewRTOFSObject",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "https://polar.ncep.noaa.gov/global/",
        "Contact": "For questions regarding data content or quality, visit the RTOFS site (https://polar.ncep.noaa.gov/global/). <br /> For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Once a day. The products are available at the following times each day <br /> 00z - Analysis and analysis post-processing <br /> 06z - forecast days 1-4, post-processing for most of these days <br /> 12z - forecast days 5-8, post-processing for these days and some of forecast days 1-4. <br />",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "global",
            "coastal",
            "disaster response",
            "weather",
            "water",
            "environmental",
            "meteorological",
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            "climate"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NOAA Global Surface Summary of Day",
        "Description": "Measurements and metadata",
        "ARN": "arn:aws:s3:::noaa-gsod-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www.ncdc.noaa.gov/",
        "Contact": "For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Data is updated as new products are available.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data. Open Data. There are no restrictions on the use of this data",
        "Tags": [
            "aws-pds",
            "agriculture",
            "environmental",
            "climate",
            "weather",
            "natural resource",
            "regulatory"
        ],
        "Explore": [
            "[Browse Bucket](https://noaa-gsod-pds.s3.amazonaws.com/index.html)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NOAA Global Surge and Tide Operational Forecast System 2-D (STOFS-2D-Global) - NOAA STOFS-2D-Global Water Level Forecast Guidance",
        "Description": "NOAA STOFS-2D-Global Water Level Forecast Guidance",
        "ARN": "arn:aws:s3:::noaa-gestofs-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://noaa-gestofs-pds.s3.amazonaws.com/README.html",
        "Contact": "For questions regarding data content or quality, visit the ESTOFS site (https://polar.ncep.noaa.gov/estofs/). <br /> For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Four times per day, every 6 hours starting at midnight UTC",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired. <br/> <br/> NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "global",
            "coastal",
            "disaster response",
            "weather",
            "water",
            "environmental",
            "meteorological",
            "oceans",
            "climate"
        ],
        "Explore": [
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NOAA Global Surge and Tide Operational Forecast System 2-D (STOFS-2D-Global) - NOAA STOFS-2D-Global Water Level Forecast Guidance New Dataset Notification",
        "Description": "NOAA STOFS-2D-Global Water Level Forecast Guidance New Dataset Notification",
        "ARN": "arn:aws:sns:us-east-1:123901341784:NewGESTOFSObject",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "https://noaa-gestofs-pds.s3.amazonaws.com/README.html",
        "Contact": "For questions regarding data content or quality, visit the ESTOFS site (https://polar.ncep.noaa.gov/estofs/). <br /> For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Four times per day, every 6 hours starting at midnight UTC",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired. <br/> <br/> NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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        "Explore": null,
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        "Host": null
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    {
        "Name": "NOAA HYSPLIT-compatible meteorological data archives - HYSPLIT-compatible meteorological data archives",
        "Description": "HYSPLIT-compatible meteorological data archives",
        "ARN": "arn:aws:s3:::noaa-oar-arl-hysplit-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "For the description of each archive listed above, please refer to their respective README file at  https://www.ready.noaa.gov/archives.php. For information on HYSPLIT, please consult https://www.arl.noaa.gov/hysplit/.",
        "Contact": "For questions regarding ARL HYSPLIT data content or quality, contact arl.webmaster@noaa.gov. For any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "At present, the following five datasets are updated every day or every week:\n- HRRR 3 km archive (Jun 2019 - present) - daily\n- NAMS Hybrid sigma-pressure archive (2010 - present) - daily\n- NAM 12 km archive (May 2007 - present) - daily\n- GDAS one-degree archive (Dec 2004 - present) - weekly\n- GFS quarter-degree archive (Jun 2019 - present) - daily\n\nThe following two datasets are updated monthly:\n- NCEP/NCAR reanalysis archive (1948 - present) - monthly, typically around the 5th of the following month.\n- Weather research and forecasting model 27 km archive (1980 - present) - monthly, typically with a delay of two to three months.\n\nThe following datasets are no longer updated:\n- HRRR 3 km version 1 archive (Jun 2015 - Jul 2019) - frozen\n- GDAS half-degree archive (Sep 2007 - Jun 2019) - frozen\n- FNL archive (1997 - 2006) - frozen\n- NGM archive (Jan 1991 - Apr 1997) - frozen\n- NAM data assimilation system archive (2004 - 2018) - frozen\n- NAM(Eta) data assimilation system archive (1997 - 2004) - frozen\n- NARR archive (1979 - 2019) - frozen\n",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "agriculture",
            "climate",
            "disaster response",
            "environmental",
            "meteorological",
            "weather"
        ],
        "Explore": [
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        "RequesterPays": null,
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        "Host": null
    },
    {
        "Name": "NOAA HYSPLIT-compatible meteorological data archives - New data notifications for ARL HYSPLIT, only Lambda and SQS protocols allowed",
        "Description": "New data notifications for ARL HYSPLIT, only Lambda and SQS protocols allowed",
        "ARN": "arn:aws:sns:us-east-1:123901341784:NewHYSPLITObject",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "For the description of each archive listed above, please refer to their respective README file at  https://www.ready.noaa.gov/archives.php. For information on HYSPLIT, please consult https://www.arl.noaa.gov/hysplit/.",
        "Contact": "For questions regarding ARL HYSPLIT data content or quality, contact arl.webmaster@noaa.gov. For any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "At present, the following five datasets are updated every day or every week:\n- HRRR 3 km archive (Jun 2019 - present) - daily\n- NAMS Hybrid sigma-pressure archive (2010 - present) - daily\n- NAM 12 km archive (May 2007 - present) - daily\n- GDAS one-degree archive (Dec 2004 - present) - weekly\n- GFS quarter-degree archive (Jun 2019 - present) - daily\n\nThe following two datasets are updated monthly:\n- NCEP/NCAR reanalysis archive (1948 - present) - monthly, typically around the 5th of the following month.\n- Weather research and forecasting model 27 km archive (1980 - present) - monthly, typically with a delay of two to three months.\n\nThe following datasets are no longer updated:\n- HRRR 3 km version 1 archive (Jun 2015 - Jul 2019) - frozen\n- GDAS half-degree archive (Sep 2007 - Jun 2019) - frozen\n- FNL archive (1997 - 2006) - frozen\n- NGM archive (Jan 1991 - Apr 1997) - frozen\n- NAM data assimilation system archive (2004 - 2018) - frozen\n- NAM(Eta) data assimilation system archive (1997 - 2004) - frozen\n- NARR archive (1979 - 2019) - frozen\n",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "NOAA High-Resolution Rapid Refresh (HRRR) Model - Archive of HRRR data since 2014",
        "Description": "Archive of HRRR data since 2014",
        "ARN": "arn:aws:s3:::noaa-hrrr-bdp-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/noaa/noaa-hrrr",
        "Contact": "For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Hourly",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "agriculture",
            "climate",
            "weather",
            "environmental",
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        "Explore": [
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        "RequesterPays": null,
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        "Host": null
    },
    {
        "Name": "NOAA High-Resolution Rapid Refresh (HRRR) Model - HRRR Zarr format near-real time data archive managed by the University of Utah",
        "Description": "HRRR Zarr format near-real time data archive managed by the University of Utah",
        "ARN": "arn:aws:s3:::hrrrzarr",
        "Region": "us-west-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/noaa/noaa-hrrr",
        "Contact": "For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Hourly",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "agriculture",
            "climate",
            "weather",
            "environmental",
            "disaster response"
        ],
        "Explore": [
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        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "Tags": [
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        "Explore": [
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        "Name": "NOAA Oceanic Climate Data Records - Sea Ice Concentration",
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        "Tags": [
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        "Explore": [
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        "Tags": [
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            "climate",
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        "Tags": [
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            "agriculture",
            "climate",
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired. <br/> <br/> NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
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        "Contact": "For questions regarding data content or quality, visit  https://github.com/ufs-community/ufs-weather-model/issuesFor any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
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        "Contact": "For questions regarding data content or quality, visit  https://github.com/ufs-community/ufs-weather-model/issuesFor any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "The input and baseline datasets are updated for the latest two-months of development code commits/revisions made to the UFS-WM\u2019s development branch.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "meteorological",
            "weather"
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        "Explore": [
            "[Browse Bucket](https://noaa-ufs-regtests-pds.s3.amazonaws.com/index.html)"
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    {
        "Name": "NOAA Wang Sheeley Arge (WSA) Enlil - NOAA WSA-Enlil Products",
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        "Contact": "For any questions regarding WSA-Ensil data, please contact Eric Adamson (eric.adamson@noaa.gov) For data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Only model output from model runs containing CMEs are provided here. As these runs are executed on demand, there is no regular update frequency.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
            "aws-pds",
            "climate",
            "meteorological",
            "solar",
            "weather"
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        "Explore": [
            "[Browse Bucket](https://noaa-wsa-enlil-pds.s3.amazonaws.com/index.html)"
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        "RequesterPays": null,
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        "Name": "NOAA Wang Sheeley Arge (WSA) Enlil - New data notifications for NOAA WSA-Enlil Products, only Lambda and SQS protocols allowed",
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        "Documentation": "https://www.swpc.noaa.gov/products/wsa-enlil-solar-wind-prediction",
        "Contact": "For any questions regarding WSA-Ensil data, please contact Eric Adamson (eric.adamson@noaa.gov) For data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Only model output from model runs containing CMEs are provided here. As these runs are executed on demand, there is no regular update frequency.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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    {
        "Name": "NOAA Water-Column Sonar Data Archive",
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        "Contact": "wcd.info@noaa.gov",
        "ManagedBy": "[NOAA](https://www.ngdc.noaa.gov/mgg/wcd/)",
        "UpdateFrequency": "New water-column sonar data are added regularly as they are provided to the archive.",
        "License": "The data may be used and redistributed for free but is not intended for legal use, since it may contain inaccuracies. Neither the data Creator, NOAA, the United States Government, nor any of their employees or contractors, makes any warranty, express or implied, including warranties of merchantability and fitness for a particular purpose, or assumes any legal liability for the accuracy, completeness, or usefulness, of this information.",
        "Tags": [
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            "biodiversity",
            "ecosystems",
            "environmental",
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        "Explore": [
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        "RequesterPays": null,
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    {
        "Name": "NOAA Wave Ensemble Reforecast - NOAA Wave Ensemble Reforecast Data",
        "Description": "NOAA Wave Ensemble Reforecast Data",
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        "Documentation": "https://github.com/NOAA-EMC/gefswaves_reforecast/wiki  https://github.com/NOAA-EMC/gefswaves_reforecast",
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        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Quarterly",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "meteorological",
            "weather"
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        "Explore": [
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        "Name": "NOAA Wave Ensemble Reforecast - New data notifications for NOAA Wave Ensemble Reforecast, only Lambda and SQS protocols allowed",
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        "Type": "SNS Topic",
        "Documentation": "https://github.com/NOAA-EMC/gefswaves_reforecast/wiki  https://github.com/NOAA-EMC/gefswaves_reforecast",
        "Contact": "For questions related to wave modeling and the ensemble reforecast available, please contact Ricardo Martins Campos, email ricardo.campos@noaa.gov.For any questions regarding data delivery not associated with this platform or any general questionsregarding the NOAA Open Data Dissemination Program, email nodd@noaa.gov.We also seek to identify case studies on how NOAA data is being used and will be featuring thosestories in joint publications and in upcoming events. If you are interested in seeing your storyhighlighted, please share it with the NOAA NODD team at nodd@noaa.gov.",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "Quarterly",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "agriculture",
            "climate",
            "meteorological",
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    {
        "Name": "NOAA Whole Atmosphere Model-Ionosphere Plasmasphere Electrodynamics (WAM-IPE) Forecast System (WFS) - NOAA WAM-IPE Products",
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        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www.swpc.noaa.gov/products/wam-ipe",
        "Contact": "For any questions regarding WAM-IPE data, please contact Adam Kubaryk (adam.kubaryk@noaa.gov) and/or Tzu-Wei Fang (tzu-wei.fang@noaa.gov) For data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "The update frequencies of the WAM-IPE dataset range from 10 minutes to 6 hours depending on the CONOPS.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "climate",
            "meteorological",
            "solar",
            "weather"
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        "Explore": [
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        "Name": "NOAA Whole Atmosphere Model-Ionosphere Plasmasphere Electrodynamics (WAM-IPE) Forecast System (WFS) - New data notifications for NOAA WAM-IPE Products, only Lambda and SQS protocols allowed",
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        "Contact": "For any questions regarding WAM-IPE data, please contact Adam Kubaryk (adam.kubaryk@noaa.gov) and/or Tzu-Wei Fang (tzu-wei.fang@noaa.gov) For data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov.<br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "The update frequencies of the WAM-IPE dataset range from 10 minutes to 6 hours depending on the CONOPS.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "meteorological",
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    {
        "Name": "NOAA's Coastal Ocean Reanalysis (CORA) Dataset - NOAA\u2019s Coastal Ocean Reanalysis (CORA) Dataset NetCDF",
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        "Documentation": "https://tidesandcurrents.noaa.gov/",
        "Contact": "For questions regarding data content or quality, email CO-OPS.UserServices@noaa.govThis data is made available to the public through the NOAA Open Data Dissemination (NODD) Program. For questions regarding this program, email nodd@noaa.gov.We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NOAA NODD team at NODD@NOAA.GOV.",
        "ManagedBy": "[NOAA\u2019s National Ocean Service, The Center for Operational Oceanographic Products and Services (CO-OPS)](https://tidesandcurrents.noaa.gov/about_us.html)",
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        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "agriculture",
            "weather",
            "climate",
            "environmental",
            "disaster response",
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        "Explore": [
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    {
        "Name": "NOAA's Coastal Ocean Reanalysis (CORA) Dataset - NOAA\u2019s Coastal Ocean Reanalysis (CORA) Dataset Notifications",
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        "Contact": "For questions regarding data content or quality, email CO-OPS.UserServices@noaa.govThis data is made available to the public through the NOAA Open Data Dissemination (NODD) Program. For questions regarding this program, email nodd@noaa.gov.We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NOAA NODD team at NODD@NOAA.GOV.",
        "ManagedBy": "[NOAA\u2019s National Ocean Service, The Center for Operational Oceanographic Products and Services (CO-OPS)](https://tidesandcurrents.noaa.gov/about_us.html)",
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        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
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            "weather",
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        "Documentation": "https://www.pmel.noaa.gov/ocs/ https://www.oceansites.org https://dods.ndbc.noaa.gov/oceansites/",
        "Contact": "For questions regarding data content or quality, users are directed to the OCS webpage (https://www.pmel.noaa.gov/ocs/). For any questions regarding data delivery or any general questions regarding the NOAA Open Data Dissemination (NODD) Program, email the NODD Team at nodd@noaa.gov. <br /> We also seek to identify case studies on how NOAA data is being used and will be featuring those stories in joint publications and in upcoming events. If you are interested in seeing your story highlighted, please share it with the NODD team by emailing nodd@noaa.gov",
        "ManagedBy": "[NOAA](https://www.noaa.gov/)",
        "UpdateFrequency": "KEO and Papa data on BDP are synchronized with the OceanSITES Global Data Assembly Center periodically.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
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        "Documentation": "https://www.pmel.noaa.gov/ocs/ https://www.oceansites.org https://dods.ndbc.noaa.gov/oceansites/",
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        "UpdateFrequency": "KEO and Papa data on BDP are synchronized with the OceanSITES Global Data Assembly Center periodically.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
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            "environmental",
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        "Explore": [
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        "Contact": "nsrdb@nrel.gov",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
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        "License": "Creative Commons Attribution 3.0 United States License",
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        "Explore": [
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        "Contact": "nsrdb@nrel.gov",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
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        "Explore": [
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        "Contact": "nsrdb@nrel.gov",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "Annually",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
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        "Explore": [
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        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
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        "Explore": [
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        "Name": "NSF NCAR Curated ECMWF Reanalysis 5 (ERA5) - Notifications for the NSF NCAR ERA5 bucket",
        "Description": "Notifications for the NSF NCAR ERA5 bucket",
        "ARN": "arn:aws:sns:us-west-2:891377163634:nsf-ncar-era5-object_created",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://doi.org/10.5065/BH6N-5N20",
        "Contact": "rdahelp@ucar.edu",
        "ManagedBy": "[NSF National Center for Atmospheric Research](https://ncar.ucar.edu/)",
        "UpdateFrequency": "Monthly, with a 3-4 month lag from realtime",
        "License": "https://www.ucar.edu/terms-of-use/data",
        "Tags": [
            "climate",
            "model",
            "atmosphere",
            "land",
            "data assimilation",
            "forecast",
            "meteorological",
            "weather",
            "geoscience",
            "geospatial",
            "aws-pds",
            "netcdf"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "National Climate Database (NCDB) - HSDS NCDB Domains",
        "Description": "HSDS NCDB Domains",
        "ARN": "arn:aws:s3:::nrel-pds-hsds/nrel/ncdb/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://nsrdb.nrel.gov/",
        "Contact": "Manajit.Sengupta@nrel.gov",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "earth observation",
            "energy",
            "geospatial",
            "meteorological",
            "solar",
            "climate projections",
            "CMIP5",
            "CMIP6"
        ],
        "Explore": [
            "[Browse Dataset](https://data.openei.org/s3_viewer?bucket=nrel-pds-hsds&prefix=nrel%2Fncdb%2F)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "National Climate Database (NCDB) - NCDB CONUS 4km Hourly CONUS (2006-2100) in HDF5 format",
        "Description": "NCDB CONUS 4km Hourly CONUS (2006-2100) in HDF5 format",
        "ARN": "arn:aws:s3:::nrel-pds-ncdb/4km-Hourly-CONUS/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://nsrdb.nrel.gov/",
        "Contact": "Manajit.Sengupta@nrel.gov",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "earth observation",
            "energy",
            "geospatial",
            "meteorological",
            "solar",
            "climate projections",
            "CMIP5",
            "CMIP6"
        ],
        "Explore": [
            "[Browse Dataset](https://data.openei.org/s3_viewer?bucket=nrel-pds-ncdb&prefix=v3%2F4km-Hourly-CONUS%2F)"
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        "RequesterPays": null,
        "AccountRequired": null,
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    },
    {
        "Name": "National Climate Database (NCDB) - National Climate Database (NCDB)",
        "Description": "National Climate Database (NCDB)",
        "ARN": "arn:aws:s3:::nrel-pds-ncdb/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://nsrdb.nrel.gov/",
        "Contact": "Manajit.Sengupta@nrel.gov",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "earth observation",
            "energy",
            "geospatial",
            "meteorological",
            "solar",
            "climate projections",
            "CMIP5",
            "CMIP6"
        ],
        "Explore": [
            "[Browse Dataset](https://data.openei.org/s3_viewer?bucket=nrel-pds-ncdb)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "National Herbarium of NSW",
        "Description": "Herbarium Collection Image files",
        "ARN": "arn:aws:s3:::herbariumnsw-pds",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.rbgsyd.nsw.gov.au/science/national-herbarium-of-new-south-wales",
        "Contact": "Hannah.McPherson@rbgsyd.nsw.gov.au",
        "ManagedBy": "Royal Botanic Gardens and Domain Trust",
        "UpdateFrequency": "Quarterly",
        "License": "https://creativecommons.org/licenses/by/4.0/legalcode",
        "Tags": [
            "aws-pds",
            "agriculture",
            "biodiversity",
            "biology",
            "climate",
            "digital preservation",
            "ecosystems",
            "environmental"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Natural Earth",
        "Description": "Shapefile downloads in ZIP archives",
        "ARN": "arn:aws:s3:::naturalearth",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.naturalearthdata.com/downloads/",
        "Contact": "https://github.com/nvkelso/natural-earth-vector/issues",
        "ManagedBy": "North American Cartographic Information Society (nacis.org)",
        "UpdateFrequency": "As needed",
        "License": "Public Domain. https://www.naturalearthdata.com/about/terms-of-use/",
        "Tags": [
            "aws-pds",
            "mapping",
            "geospatial",
            "global",
            "tiles",
            "earth observation",
            "population"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "New Jersey Statewide Digital Aerial Imagery Catalog",
        "Description": "New Jersey digital orthophotography archive",
        "ARN": "arn:aws:s3:::njogis-imagery",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://njgin.nj.gov/njgin/edata/imagery/index.html",
        "Contact": "njgin@oit.nj.gov",
        "ManagedBy": "The New Jersey Office of GIS, NJ Office of Information Technology",
        "UpdateFrequency": "None",
        "License": "The State of New Jersey provides the service \"as is\". The State makes no guarantee or warranty concerning the accuracy of information contained in the data. Also, the State makes no warranty, either expressed or implied, regarding the condition of the product or its fitness for any particular purpose. The burden for determining fitness for use lies entirely with the user. Although these data files and service have been processed successfully on computers at the State, no warranty is made by the State regarding the use of the data or service on any other system, nor does the fact of distribution constitute or imply such a warranty.",
        "Tags": [
            "aerial imagery",
            "aws-pds",
            "earth observation",
            "geospatial",
            "imaging",
            "mapping",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "New Jersey Statewide LiDAR",
        "Description": "New Jersey digital elevation data archive, LiDAR derived products",
        "ARN": "arn:aws:s3:::njogis-elevation",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://njgin.nj.gov/njgin/edata/elevation/index.html",
        "Contact": "njgin@oit.nj.gov",
        "ManagedBy": "The New Jersey Office of GIS, NJ Office of Information Technology",
        "UpdateFrequency": "None",
        "License": "The State of New Jersey provides the service \"as is\". The State makes no guarantee or warranty concerning the accuracy of information contained in the data. Also, the State makes no warranty, either expressed or implied, regarding the condition of the product or its fitness for any particular purpose. The burden for determining fitness for use lies entirely with the user. Although these data files and service have been processed successfully on computers at the State, no warranty is made by the State regarding the use of the data or service on any other system, nor does the fact of distribution constitute or imply such a warranty.",
        "Tags": [
            "aws-pds",
            "lidar",
            "elevation",
            "geospatial",
            "mapping"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "New York City Taxi and Limousine Commission (TLC) Trip Record Data",
        "Description": "PARQUET files containing NYC TLC trip data",
        "ARN": "arn:aws:s3:::nyc-tlc",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www1.nyc.gov/site/tlc/about/tlc-trip-record-data.page",
        "Contact": "research@tlc.nyc.gov",
        "ManagedBy": "City of New York Taxi and Limousine Commission",
        "UpdateFrequency": "As soon as new data is available to be shared publicly.",
        "License": "https://www1.nyc.gov/home/terms-of-use.page",
        "Tags": [
            "aws-pds",
            "cities",
            "urban",
            "transportation"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": true,
        "Host": null
    },
    {
        "Name": "New Zealand Coastal Elevation",
        "Description": "New Zealand Coastal Elevation with accompanying metadata",
        "ARN": "arn:aws:s3:::nz-coastal",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/linz/coastal",
        "Contact": "hydrosurvey@linz.govt.nz",
        "ManagedBy": "[Toit\u016b Te Whenua Land Information New Zealand](https://www.linz.govt.nz)",
        "UpdateFrequency": "New coastal elevation data will regularly be added, as part of being published to the LINZ Data Service and LINZ Basemaps.",
        "License": "Toit\u016b Te Whenua Land Information New Zealand is the copyright owner for the coastal elevation data that is available in this bucket. Licensed for re-use under \"[CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/)\".",
        "Tags": [
            "aws-pds",
            "coastal",
            "elevation",
            "lidar",
            "earth observation",
            "stac",
            "cog",
            "geospatial"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "New Zealand Elevation",
        "Description": "New Zealand Elevation with accompanying metadata",
        "ARN": "arn:aws:s3:::nz-elevation",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/linz/elevation",
        "Contact": "elevation@linz.govt.nz",
        "ManagedBy": "[Toit\u016b Te Whenua Land Information New Zealand](https://www.linz.govt.nz)",
        "UpdateFrequency": "New elevation data will regularly be added, as part of being published to the LINZ Data Service and LINZ Basemaps.",
        "License": "Toit\u016b Te Whenua Land Information New Zealand does not own the copyright for all of the elevation data that is available in this bucket. Licensors are contained in the STAC Collection file accompanying each elevation data survey. Licensed for re-use under \"[CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/)\".",
        "Tags": [
            "aws-pds",
            "elevation",
            "earth observation",
            "stac",
            "cog",
            "geospatial"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "New Zealand Imagery",
        "Description": "New Zealand Imagery with accompanying metadata",
        "ARN": "arn:aws:s3:::nz-imagery",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/linz/imagery",
        "Contact": "imagery@linz.govt.nz",
        "ManagedBy": "[Toit\u016b Te Whenua Land Information New Zealand](https://www.linz.govt.nz)",
        "UpdateFrequency": "New imagery will regularly be added, as part of being published to the LINZ Data Service and LINZ Basemaps.",
        "License": "Toit\u016b Te Whenua Land Information New Zealand does not own the copyright for all of the imagery that is available in this bucket. Licensors are contained in the STAC Collection file accompanying each imagery survey. Licensed for re-use under \"[CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/)\".",
        "Tags": [
            "aws-pds",
            "aerial imagery",
            "satellite imagery",
            "earth observation",
            "stac",
            "cog",
            "geospatial"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Nighttime-Fire-Flare",
        "Description": "NASA Black Marble Combustion Detections, Earth Science Training Data",
        "ARN": "arn:aws:s3:::us-west-2.opendata.source.coop/vnp46a1_thermal_anomaly/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.google.com/document/d/e/2PACX-1vSeDj3BbmvKCrFY3aimZ7-0eMhEN0OFIFk1JDTv3Fvfe4BjfFTwuS8OSMuSGa5vDs2fQKjlrJN8Ut2X/pub",
        "Contact": "schakraborty@usra.edu",
        "ManagedBy": "[USRA](https://srijachakraborty.com/) and [NASA Black Marble](https://blackmarble.gsfc.nasa.gov/)",
        "UpdateFrequency": "New combustion detections are added whenever it is available and with model updates.",
        "License": "There are no restrictions on the use of this data.",
        "Tags": [
            "aws-pds",
            "anomaly detection",
            "classification",
            "earth observation",
            "satellite imagery",
            "disaster response",
            "socioeconomic",
            "environmental",
            "urban",
            "NASA SMD AI"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Normalized Difference Urban Index (NDUI)",
        "Description": "NDUI-2000 on a global land scale",
        "ARN": "arn:aws:s3:::qinglinglab-ndui-2000",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/yifwahaha/NDUI_work_flow/blob/master/User's%20Guide%20-%2020200314_new.pdf",
        "Contact": "zhangqling@mail.sysu.edu.cn",
        "ManagedBy": "Remote Sensing Big Data Intelligent Application Laboratory, School of Aeronautics and Astronautics, Sun Yat-sen University",
        "UpdateFrequency": "Next year's NDUI is added as soon as it is available.",
        "License": "There are no restrictions on the use of this data.",
        "Tags": [
            "aws-pds",
            "earth observation",
            "geospatial",
            "urban",
            "satellite imagery"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Northern California Earthquake Data",
        "Description": "Seismic waveform data (miniSEED format), metadata (FDSNStationXML format) and earthquake catalog (CSV & Hypoinverse formats)",
        "ARN": "arn:aws:s3:::ncedc-pds",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://ncedc.org/db/cloud.html",
        "Contact": "stephane@berkeley.edu",
        "ManagedBy": "[Northern California Earthquake Data Center](https://ncedc.org)",
        "UpdateFrequency": "Daily",
        "License": "NCEDC hereby grants the non-exclusive, royalty free, non-transferable, worldwide right and license to use, reproduce and publicly display in all media public data from the Northern California Seismic Network. Please cite the \"NCEDC (2014), Northern California Earthquake Data Center. UC BerkeleySeismological Laboratory. Dataset. doi:10.7932/NCEDC.\" for any researchpublications using this data.",
        "Tags": [
            "aws-pds",
            "earth observation",
            "earthquakes",
            "seismology"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "OAQPS 2022 Modeling Platform  - Notification for the 2022 Modeling Platform bucket",
        "Description": "Notification for the 2022 Modeling Platform bucket",
        "ARN": "arn:aws:sns:us-east-1:127085394039:epa-2022-modeling-platform-object_created",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "2022 WRF Modeling TSD:  https://bit.ly/2022WRF2022 Emissions Base Case: https://bit.ly/2022Emissions2022 v1 36US3 model performance: https://bit.ly/36US3_2022",
        "Contact": "Misenis.Chris@epa.gov",
        "ManagedBy": "U.S. Environmental Protection Agency (https://www.epa.gov)",
        "UpdateFrequency": "As needed",
        "License": "These datasets are products of the U.S. Government and are intended for public access and use. Unless otherwise specified, all data produced by the U.S EPA is, by default, in the public domain and are not subject to domestic copyright protection under 17 U.S.C. \u00a7 105. More details on the U.S. Public Domain license are available here: https://www.usa.gov/publicdomain/label/1.0/",
        "Tags": [
            "aws-pds",
            "air quality",
            "regulatory",
            "weather",
            "meteorological"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "OAQPS 2022 Modeling Platform  - The 2022 WRF output are stored as uncompressed netcdf/hdf5 formatted files in  the /WRF directory The 2022 MCIP output are stored as uncompressed netcdf/hdf5  formatted files in IOAPI format in the /MCIP directory The wrfcamx files are stored  as uncompressed netcdf files in the /wrfcamx directory Information on the model  projection and grid structure is contained in the header information of the  netcdf file The netcdf files can be opened and manipulated using software programs  that can read and write netcdf formatted files (eg Fortran, R, Python) The WRF files are daily files containing hourly data beginning at 00UTC through 23UTC for each modeled day For more information: https://www2mmmucaredu/wrf/users/ The MCIP files are daily files with multiple files for each day For more information about what each MCIP file contains, please see the following GitHub entry: https://githubcom/USEPA/CMAQ/blob/main/PREP/mcip/READMEmd For more information about what each wrfcamx file contains, please see the README file in the wrfcamx source code file available from Ramboll at:  https://wwwcamxcom/getmedia/wrfcamx_v5210Jan22tgz The 2022v1 emissions data are stored as uncompressed netcdf files in the /emis directory  Year 2022 CMAQ-ready emissions are provided under the folder emis/2022hc_cb6_22m  Year 2022 CAMx-ready emissions are provided under the folder emis/CAMx The 2022v1 12US2 boundary conditions are stored as uncompressed netecdf files in  bcon/12US2_CMAQ_BCON and bcon/ HEMI_CMAQ_12US2_CAMxBC The 2022v1 12US2 and 36US3  EPIC data are stored as uncompressed netecdf files in CMAQ_ancillary_inputs/EPIC The 2022v1 12US2 and 36US3 lightning data are stored as uncompressed netecdf  files in CMAQ_ancillary_inputs/Lightning_data The 2022v1 12US2 and 36US3 ozone  column data as uncompressed txt files in CAMx_ancillary_inputs/ozone_col The 2022v1  12US2 and 36US3 photolysis rate data are stored as uncompressed files in  CAMx_ancillary_inputs/photolysis_rate The 2022v1 12US2 and 36US3 model run  scripts are stored in Model_jobs/",
        "Description": "The 2022 WRF output are stored as uncompressed netcdf/hdf5 formatted files in  the /WRF directory The 2022 MCIP output are stored as uncompressed netcdf/hdf5  formatted files in IOAPI format in the /MCIP directory The wrfcamx files are stored  as uncompressed netcdf files in the /wrfcamx directory Information on the model  projection and grid structure is contained in the header information of the  netcdf file The netcdf files can be opened and manipulated using software programs  that can read and write netcdf formatted files (eg Fortran, R, Python) The WRF files are daily files containing hourly data beginning at 00UTC through 23UTC for each modeled day For more information: https://www2mmmucaredu/wrf/users/ The MCIP files are daily files with multiple files for each day For more information about what each MCIP file contains, please see the following GitHub entry: https://githubcom/USEPA/CMAQ/blob/main/PREP/mcip/READMEmd For more information about what each wrfcamx file contains, please see the README file in the wrfcamx source code file available from Ramboll at:  https://wwwcamxcom/getmedia/wrfcamx_v5210Jan22tgz The 2022v1 emissions data are stored as uncompressed netcdf files in the /emis directory  Year 2022 CMAQ-ready emissions are provided under the folder emis/2022hc_cb6_22m  Year 2022 CAMx-ready emissions are provided under the folder emis/CAMx The 2022v1 12US2 boundary conditions are stored as uncompressed netecdf files in  bcon/12US2_CMAQ_BCON and bcon/ HEMI_CMAQ_12US2_CAMxBC The 2022v1 12US2 and 36US3  EPIC data are stored as uncompressed netecdf files in CMAQ_ancillary_inputs/EPIC The 2022v1 12US2 and 36US3 lightning data are stored as uncompressed netecdf  files in CMAQ_ancillary_inputs/Lightning_data The 2022v1 12US2 and 36US3 ozone  column data as uncompressed txt files in CAMx_ancillary_inputs/ozone_col The 2022v1  12US2 and 36US3 photolysis rate data are stored as uncompressed files in  CAMx_ancillary_inputs/photolysis_rate The 2022v1 12US2 and 36US3 model run  scripts are stored in Model_jobs/",
        "ARN": "arn:aws:s3:::epa-2022-modeling-platform",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "2022 WRF Modeling TSD:  https://bit.ly/2022WRF2022 Emissions Base Case: https://bit.ly/2022Emissions2022 v1 36US3 model performance: https://bit.ly/36US3_2022",
        "Contact": "Misenis.Chris@epa.gov",
        "ManagedBy": "U.S. Environmental Protection Agency (https://www.epa.gov)",
        "UpdateFrequency": "As needed",
        "License": "These datasets are products of the U.S. Government and are intended for public access and use. Unless otherwise specified, all data produced by the U.S EPA is, by default, in the public domain and are not subject to domestic copyright protection under 17 U.S.C. \u00a7 105. More details on the U.S. Public Domain license are available here: https://www.usa.gov/publicdomain/label/1.0/",
        "Tags": [
            "aws-pds",
            "air quality",
            "regulatory",
            "weather",
            "meteorological"
        ],
        "Explore": [
            "[Browse Bucket](https://epa-2022-modeling-platform.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Ocean Biodiversity Information System (OBIS) species occurrence data",
        "Description": "Ocean Biodiversity Information System (OBIS) species occurrence data as GeoParquet files",
        "ARN": "arn:aws:s3:::obis-open-data",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "Documentation for this dataset is available at https://github.com/iobis/obis-open-data. More information about the OBIS data standards can be found in the OBIS manual at https://manual.obis.org.",
        "Contact": "helpdesk@obis.org",
        "ManagedBy": "The Ocean Biodiversity Information System (OBIS)",
        "UpdateFrequency": "Weekly",
        "License": "https://creativecommons.org/licenses/by-nc/4.0/",
        "Tags": [
            "biodiversity",
            "coastal",
            "oceans",
            "conservation",
            "ecosystems",
            "environmental",
            "geospatial",
            "water",
            "life sciences"
        ],
        "Explore": [
            "[Browse bucket](https://obis-open-data.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Ocean Radar - Capricorn bunker group site - Wind - Delayed mode",
        "Description": "Cloud Optimised AODN dataset of IMOS - ACORN - Capricorn Bunker Group HF ocean radar site (Great Barrier Reef, Queensland, Australia) - Delayed mode wind",
        "ARN": "arn:aws:s3:::aodn-cloud-optimised/radar_CapricornBunkerGroup_wind_delayed_qc.zarr",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://catalogue-imos.aodn.org.au/geonetwork/srv/eng/catalog.search#/metadata/742dc902-b300-4e3e-839f-04d03671aa09",
        "Contact": "info@aodn.org.au",
        "ManagedBy": "AODN",
        "UpdateFrequency": "As Needed",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "oceans",
            "ocean currents",
            "meteorological"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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            "ocean currents",
            "meteorological"
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        "Host": null
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            "oceans",
            "ocean currents",
            "meteorological"
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        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Open City Model (OCM)",
        "Description": "Project data files",
        "ARN": "arn:aws:s3:::opencitymodel",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/opencitymodel/opencitymodel",
        "Contact": "https://github.com/opencitymodel/opencitymodel#contact",
        "ManagedBy": "BuildZero",
        "UpdateFrequency": "Quarterly",
        "License": "https://github.com/opencitymodel/opencitymodel#license",
        "Tags": [
            "aws-pds",
            "events",
            "cities",
            "geospatial"
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        "Host": null
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    {
        "Name": "Open-Meteo Weather API Database",
        "Description": "Open-Meteo Weather API Database",
        "ARN": "arn:aws:s3:::openmeteo",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/open-meteo/open-data",
        "Contact": "info@open-meteo.com",
        "ManagedBy": "[Open-Meteo](https://www.open-meteo.com/)",
        "UpdateFrequency": "Hourly",
        "License": "CC-BY 4.0",
        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "earth observation",
            "meteorological",
            "weather"
        ],
        "Explore": [
            "[Browse Bucket](https://openmeteo.s3.amazonaws.com/index.html#data/)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "OpenAQ - Daily gzipped CSVs of global air quality measurements fetched from sources all over the world",
        "Description": "Daily gzipped CSVs of global air quality measurements fetched from sources all over the world",
        "ARN": "arn:aws:s3:::openaq-data-archive",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://openaq.org",
        "Contact": "info@openaq.org",
        "ManagedBy": "[OpenAQ](https://openaq.org)",
        "UpdateFrequency": "Hourly",
        "License": "Varies, depends on data provider",
        "Tags": [
            "aws-pds",
            "air quality",
            "cities",
            "environmental",
            "geospatial"
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        "Host": null
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    {
        "Name": "OpenAQ - OpenAQ API",
        "Description": "OpenAQ API",
        "ARN": null,
        "Region": "us-east-1",
        "Type": "CloudFront Distribution",
        "Documentation": "https://openaq.org",
        "Contact": "info@openaq.org",
        "ManagedBy": "[OpenAQ](https://openaq.org)",
        "UpdateFrequency": "Hourly",
        "License": "Varies, depends on data provider",
        "Tags": [
            "aws-pds",
            "air quality",
            "cities",
            "environmental",
            "geospatial"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": "api.openaq.org"
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    {
        "Name": "OpenAQ - SNS topic for new objects in the openaq-data-archive bucket",
        "Description": "SNS topic for new objects in the openaq-data-archive bucket",
        "ARN": "arn:aws:sns:us-east-1:817926761842:openaq-data-archive-object_created",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "https://openaq.org",
        "Contact": "info@openaq.org",
        "ManagedBy": "[OpenAQ](https://openaq.org)",
        "UpdateFrequency": "Hourly",
        "License": "Varies, depends on data provider",
        "Tags": [
            "aws-pds",
            "air quality",
            "cities",
            "environmental",
            "geospatial"
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        "Explore": null,
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        "AccountRequired": null,
        "Host": null
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    {
        "Name": "OpenAerialMap on AWS",
        "Description": "OpenAerialMap files and metadata",
        "ARN": "arn:aws:s3:::oin-hotosm",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.openaerialmap.org/",
        "Contact": "info@openaerialmap.org",
        "ManagedBy": "[Humanitarian OpenStreetMap Team](https://www.hotosm.org/)",
        "UpdateFrequency": "New imagery is added as soon as it is uploaded by community contributors.",
        "License": "All imagery is publicly licensed CC-BY 4.0, with attribution as contributors of Open Imagery Network. All imagery is available to be traced in OpenStreetMap..",
        "Tags": [
            "satellite imagery",
            "aerial imagery",
            "earth observation",
            "disaster response",
            "cog"
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        "Explore": [
            "[Browse Bucket](https://oin-hotosm.s3.amazonaws.com/)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "OpenEEW",
        "Description": "OpenEEW",
        "ARN": "arn:aws:s3:::grillo-openeew",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/openeew/openeew",
        "Contact": "hello@openeew.com",
        "ManagedBy": "[Grillo](https://grillo.io/)",
        "UpdateFrequency": "Approximately every 5 minutes",
        "License": "https://github.com/openeew/openeew#license",
        "Tags": [
            "disaster response",
            "earth observation",
            "earthquakes",
            "aws-pds"
        ],
        "Explore": [
            "[Browse Bucket](https://grillo-openeew.s3.amazonaws.com/index.html)"
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        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "OpenStreetMap on AWS - OSM planet snapshots, history, and changesets in cloud-native formats optimized for analytics workloads",
        "Description": "OSM planet snapshots, history, and changesets in cloud-native formats optimized for analytics workloads",
        "ARN": "arn:aws:s3:::osm-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/osm-pds",
        "Contact": "https://planet.osm.org (OSMF-managed data), https://github.com/mojodna/osm-pds-pipelines/issues (cloud-native versions)",
        "ManagedBy": "OpenStreetMap Foundation (OSMF) and Pacific Atlas",
        "UpdateFrequency": "Data is updated minutely/hourly/daily (changes) and weekly (snapshots)",
        "License": "https://www.openstreetmap.org/copyright",
        "Tags": [
            "aws-pds",
            "geospatial",
            "mapping",
            "osm",
            "disaster response"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "OpenStreetMap on AWS - OSMF-managed planet and history PBFs, changeset and discussion XML, and OsmChange (XML) replication files (primary)",
        "Description": "OSMF-managed planet and history PBFs, changeset and discussion XML, and OsmChange (XML) replication files (primary)",
        "ARN": "arn:aws:s3:::osm-planet-eu-central-1",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/osm-pds",
        "Contact": "https://planet.osm.org (OSMF-managed data), https://github.com/mojodna/osm-pds-pipelines/issues (cloud-native versions)",
        "ManagedBy": "OpenStreetMap Foundation (OSMF) and Pacific Atlas",
        "UpdateFrequency": "Data is updated minutely/hourly/daily (changes) and weekly (snapshots)",
        "License": "https://www.openstreetmap.org/copyright",
        "Tags": [
            "aws-pds",
            "geospatial",
            "mapping",
            "osm",
            "disaster response"
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        "Explore": null,
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        "AccountRequired": null,
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    {
        "Name": "OpenStreetMap on AWS - OSMF-managed planet and history PBFs, changeset and discussion XML, and OsmChange (XML) replication files (replicated)",
        "Description": "OSMF-managed planet and history PBFs, changeset and discussion XML, and OsmChange (XML) replication files (replicated)",
        "ARN": "arn:aws:s3:::osm-planet-us-west-2",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/osm-pds",
        "Contact": "https://planet.osm.org (OSMF-managed data), https://github.com/mojodna/osm-pds-pipelines/issues (cloud-native versions)",
        "ManagedBy": "OpenStreetMap Foundation (OSMF) and Pacific Atlas",
        "UpdateFrequency": "Data is updated minutely/hourly/daily (changes) and weekly (snapshots)",
        "License": "https://www.openstreetmap.org/copyright",
        "Tags": [
            "aws-pds",
            "geospatial",
            "mapping",
            "osm",
            "disaster response"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "OpenStreetMap on AWS - SNS topic for OSMF-managed S3 event notifications (eu-central-1 bucket)",
        "Description": "SNS topic for OSMF-managed S3 event notifications (eu-central-1 bucket)",
        "ARN": "arn:aws:sns:eu-central-1:630658470130:osm-planet-eu-central-1-notifications",
        "Region": "eu-central-1",
        "Type": "SNS Topic",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/osm-pds",
        "Contact": "https://planet.osm.org (OSMF-managed data), https://github.com/mojodna/osm-pds-pipelines/issues (cloud-native versions)",
        "ManagedBy": "OpenStreetMap Foundation (OSMF) and Pacific Atlas",
        "UpdateFrequency": "Data is updated minutely/hourly/daily (changes) and weekly (snapshots)",
        "License": "https://www.openstreetmap.org/copyright",
        "Tags": [
            "aws-pds",
            "geospatial",
            "mapping",
            "osm",
            "disaster response"
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        "Explore": null,
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        "AccountRequired": null,
        "Host": null
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    {
        "Name": "OpenStreetMap on AWS - SNS topic for OSMF-managed S3 event notifications (us-west-2 bucket)",
        "Description": "SNS topic for OSMF-managed S3 event notifications (us-west-2 bucket)",
        "ARN": "arn:aws:sns:us-west-2:630658470130:osm-planet-us-west-2-notifications",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/osm-pds",
        "Contact": "https://planet.osm.org (OSMF-managed data), https://github.com/mojodna/osm-pds-pipelines/issues (cloud-native versions)",
        "ManagedBy": "OpenStreetMap Foundation (OSMF) and Pacific Atlas",
        "UpdateFrequency": "Data is updated minutely/hourly/daily (changes) and weekly (snapshots)",
        "License": "https://www.openstreetmap.org/copyright",
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            "geospatial",
            "mapping",
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        "Host": null
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    {
        "Name": "OpenStreetMap on AWS - SNS topic for cloud-native data notifications",
        "Description": "SNS topic for cloud-native data notifications",
        "ARN": "arn:aws:sns:us-east-1:800218804198:New_File",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "https://github.com/awslabs/open-data-docs/tree/main/docs/osm-pds",
        "Contact": "https://planet.osm.org (OSMF-managed data), https://github.com/mojodna/osm-pds-pipelines/issues (cloud-native versions)",
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        "UpdateFrequency": "Data is updated minutely/hourly/daily (changes) and weekly (snapshots)",
        "License": "https://www.openstreetmap.org/copyright",
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            "geospatial",
            "mapping",
            "osm",
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        "Explore": null,
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    {
        "Name": "OpenUniverse 2024 Simulated Roman & Rubin Images - The simulated Roman data products include truth files listing the basic physical properties of the simulated astronomical objects; truth images that include the appropriate bandpass and PSF but limited sources of noise; calibrated images that include relevant backgrounds and major sources of noise; and coadded images created using the IMCOM software",
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        "ARN": "arn:aws:s3:::nasa-irsa-simulations/openuniverse2024/roman/",
        "Region": "us-east-1",
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        "Documentation": "https://irsa.ipac.caltech.edu/data/theory/openuniverse2024",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
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        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
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            "imaging",
            "object detection",
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        "Name": "OpenUniverse 2024 Simulated Roman & Rubin Images - The simulated Rubin data products include raw pixel data, calibrated exposures, coadds of the calibrated exposures, and catalogs of photometry measured from the simulated images",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "OpenUniverse 2024 has been finalized and will not be updated.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
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        "Explore": null,
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    {
        "Name": "Orcasound - bioacoustic data for marine conservation - Archived lossless orca audio data (FLAC)",
        "Description": "Archived lossless orca audio data (FLAC)",
        "ARN": "arn:aws:s3:::archive-orcasound-net",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/orcasound/orcadata/wiki",
        "Contact": "info@orcasound.net",
        "ManagedBy": "Orcasound",
        "UpdateFrequency": "Typical latency is 10-120 seconds",
        "License": "https://creativecommons.org/licenses/by-nc-sa/4.0/",
        "Tags": [
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            "biodiversity",
            "biology",
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            "deep learning",
            "ecosystems",
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    {
        "Name": "Orcasound - bioacoustic data for marine conservation - Labeled audio data for ML model development",
        "Description": "Labeled audio data for ML model development",
        "ARN": "arn:aws:s3:::acoustic-sandbox",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/orcasound/orcadata/wiki",
        "Contact": "info@orcasound.net",
        "ManagedBy": "Orcasound",
        "UpdateFrequency": "Typical latency is 10-120 seconds",
        "License": "https://creativecommons.org/licenses/by-nc-sa/4.0/",
        "Tags": [
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            "biodiversity",
            "biology",
            "coastal",
            "conservation",
            "deep learning",
            "ecosystems",
            "environmental",
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            "labeled",
            "machine learning",
            "mapping",
            "oceans",
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        "Explore": null,
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        "Host": null
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    {
        "Name": "Orcasound - bioacoustic data for marine conservation - Live-streamed orca audio data (HLS)",
        "Description": "Live-streamed orca audio data (HLS)",
        "ARN": "arn:aws:s3:::streaming-orcasound-net",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/orcasound/orcadata/wiki",
        "Contact": "info@orcasound.net",
        "ManagedBy": "Orcasound",
        "UpdateFrequency": "Typical latency is 10-120 seconds",
        "License": "https://creativecommons.org/licenses/by-nc-sa/4.0/",
        "Tags": [
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            "biodiversity",
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            "coastal",
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    {
        "Name": "Overture Maps Foundation Open Map Data - New File Notification",
        "Description": "New File Notification",
        "ARN": "arn:aws:sns:us-west-2:913550007193:overturemaps-us-west-2",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "Documentation is available at [docs.overturemaps.org](https://docs.overturemaps.org/)",
        "Contact": "info@overturemaps.org",
        "ManagedBy": "[Overture Maps Foundation](https://overturemaps.org)",
        "UpdateFrequency": "Monthly",
        "License": "Overture data is licensed under the Community Database License Agreement Permissive v2 (CDLA) unless derived from a source that requires publishing under a different license, such as data derived from OpenStreetMap, that constitutes a 'Derivative Database' (as defined under ODbL v1.0), which will be licensed under ODbL v1.0.",
        "Tags": [
            "aws-pds",
            "geospatial",
            "global",
            "mapping",
            "osm",
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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    {
        "Name": "Overture Maps Foundation Open Map Data - Overture Maps Foundation Data (GeoParquet)",
        "Description": "Overture Maps Foundation Data (GeoParquet)",
        "ARN": "arn:aws:s3:::overturemaps-us-west-2/release/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "Documentation is available at [docs.overturemaps.org](https://docs.overturemaps.org/)",
        "Contact": "info@overturemaps.org",
        "ManagedBy": "[Overture Maps Foundation](https://overturemaps.org)",
        "UpdateFrequency": "Monthly",
        "License": "Overture data is licensed under the Community Database License Agreement Permissive v2 (CDLA) unless derived from a source that requires publishing under a different license, such as data derived from OpenStreetMap, that constitutes a 'Derivative Database' (as defined under ODbL v1.0), which will be licensed under ODbL v1.0.",
        "Tags": [
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            "geospatial",
            "global",
            "mapping",
            "osm",
            "parquet",
            "transportation"
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        "Explore": null,
        "RequesterPays": null,
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        "Host": null
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    {
        "Name": "Ozone Monitoring Instrument (OMI) / Aura NO2 Tropospheric Column Density",
        "Description": "S3 Bucket for OMI NO2 in Cloud-Optimized GeoTiff format",
        "ARN": "arn:aws:s3:::omi-no2-nasa",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://disc.gsfc.nasa.gov/datasets/OMNO2d_003/summary",
        "Contact": "binita.kc@nasa.gov",
        "ManagedBy": "NASA",
        "UpdateFrequency": "None",
        "License": "There are no restrictions on the use of these data.",
        "Tags": [
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            "satellite imagery",
            "air quality",
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        "Explore": null,
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    {
        "Name": "PoroTomo - PoroTomo Horizontal Distributed Acoustic Sensing (DASH) Data in SEG-Y format",
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        "Contact": "Thomas Coleman (thomas.coleman@silixa.com)",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
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            "geothermal",
            "seismology",
            "image processing",
            "geospatial"
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        "Explore": [
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        "RequesterPays": null,
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    {
        "Name": "PoroTomo - PoroTomo Nodal Seismometer Continuous Data",
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        "Documentation": "https://github.com/openEDI/documentation/blob/master/PoroTomo/PoroTomo.md",
        "Contact": "Thomas Coleman (thomas.coleman@silixa.com)",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "geothermal",
            "seismology",
            "image processing",
            "geospatial"
        ],
        "Explore": [
            "[Browse Dataset](https://data.openei.org/s3_viewer?bucket=nrel-pds-porotomo&prefix=Nodal%2Fnodal_sac%2F)"
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        "RequesterPays": null,
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        "Name": "PoroTomo - PoroTomo Nodal Seismometer Field Notes and Metadata",
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        "Type": "S3 Bucket",
        "Documentation": "https://github.com/openEDI/documentation/blob/master/PoroTomo/PoroTomo.md",
        "Contact": "Thomas Coleman (thomas.coleman@silixa.com)",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "geothermal",
            "seismology",
            "image processing",
            "geospatial"
        ],
        "Explore": [
            "[Browse Dataset](https://data.openei.org/s3_viewer?bucket=nrel-pds-porotomo&prefix=Nodal%2Fnodal_metadata%2F)"
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        "RequesterPays": null,
        "AccountRequired": null,
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        "Name": "PoroTomo - PoroTomo Nodal Seismometer Sweep Data",
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        "Documentation": "https://github.com/openEDI/documentation/blob/master/PoroTomo/PoroTomo.md",
        "Contact": "Thomas Coleman (thomas.coleman@silixa.com)",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "geothermal",
            "seismology",
            "image processing",
            "geospatial"
        ],
        "Explore": [
            "[Browse Dataset](https://data.openei.org/s3_viewer?bucket=nrel-pds-porotomo&prefix=Nodal%2Fnodal_sac_sweep%2F)"
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        "RequesterPays": null,
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    {
        "Name": "PoroTomo - PoroTomo Vertical Distributed Acoustic Sensing (DASV) Data in HDF5 format",
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        "ARN": "arn:aws:s3:::nrel-pds-porotomo/DAS/H5/DASV/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/openEDI/documentation/blob/master/PoroTomo/PoroTomo.md",
        "Contact": "Thomas Coleman (thomas.coleman@silixa.com)",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "geothermal",
            "seismology",
            "image processing",
            "geospatial"
        ],
        "Explore": [
            "[Browse Dataset](https://data.openei.org/s3_viewer?bucket=nrel-pds-porotomo&prefix=DAS%2FH5%2FDASV%2F)"
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        "Name": "PoroTomo - PoroTomo Vertical Distributed Acoustic Sensing (DASV) Data in SEG-Y format",
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        "ARN": "arn:aws:s3:::nrel-pds-porotomo/DAS/SEG-Y/DASV/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/openEDI/documentation/blob/master/PoroTomo/PoroTomo.md",
        "Contact": "Thomas Coleman (thomas.coleman@silixa.com)",
        "ManagedBy": "[National Renewable Energy Laboratory](https://www.nrel.gov/)",
        "UpdateFrequency": "As needed",
        "License": "Creative Commons Attribution 3.0 United States License",
        "Tags": [
            "aws-pds",
            "geothermal",
            "seismology",
            "image processing",
            "geospatial"
        ],
        "Explore": [
            "[Browse Dataset](https://data.openei.org/s3_viewer?bucket=nrel-pds-porotomo&prefix=DAS%2FSEG-Y%2FDASV%2F)"
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        "RequesterPays": null,
        "AccountRequired": null,
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    {
        "Name": "Prefeitura Municipal de S\u00e3o Paulo (PMSP) LiDAR Point Cloud - S\u00e3o Paulo city's 3D LiDAR - Entwine Point Tiles",
        "Description": "S\u00e3o Paulo city's 3D LiDAR - Entwine Point Tiles",
        "ARN": "arn:aws:s3:::ept-m3dc-pmsp",
        "Region": "sa-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/geoinfo-smdu/M3DC",
        "Contact": "geosampa@prefeitura.sp.gov.br",
        "ManagedBy": "[GeoSampa - o mapa digital da cidade de S\u00e3o Paulo](https://geosampa.prefeitura.sp.gov.br)",
        "UpdateFrequency": "Local survey executed by demand generates new data as local point clouds.",
        "License": "[GNU General Public License v3.0](https://www.gnu.org/licenses/gpl-3.0.html)",
        "Tags": [
            "cities",
            "land",
            "lidar",
            "urban",
            "geospatial",
            "elevation",
            "mapping",
            "aws-pds"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Prefeitura Municipal de S\u00e3o Paulo (PMSP) LiDAR Point Cloud - S\u00e3o Paulo city's 3D LiDAR - LAZ Files",
        "Description": "S\u00e3o Paulo city's 3D LiDAR - LAZ Files",
        "ARN": "arn:aws:s3:::laz-m3dc-pmsp",
        "Region": "sa-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/geoinfo-smdu/M3DC",
        "Contact": "geosampa@prefeitura.sp.gov.br",
        "ManagedBy": "[GeoSampa - o mapa digital da cidade de S\u00e3o Paulo](https://geosampa.prefeitura.sp.gov.br)",
        "UpdateFrequency": "Local survey executed by demand generates new data as local point clouds.",
        "License": "[GNU General Public License v3.0](https://www.gnu.org/licenses/gpl-3.0.html)",
        "Tags": [
            "cities",
            "land",
            "lidar",
            "urban",
            "geospatial",
            "elevation",
            "mapping",
            "aws-pds"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Public Utility Data Liberation Project",
        "Description": "All PUDL data outputs",
        "ARN": "arn:aws:s3:::pudl.catalyst.coop",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "You can download the [data directly](https://catalystcoop-pudl.readthedocs.io/en/latest/data_access.html#nightly-builds)or via the [aws CLI tool](https://catalystcoop-pudl.readthedocs.io/en/latest/dev/nightly_data_builds.html#how-to-access-the-nightly-build-outputs-from-aws).If you'd like a UI to explore a subset of the data you can visit [data.catalyst.coop](https://data.catalyst.coop/).",
        "Contact": "For general questions or feedback about the data, create an GitHub issue or discussion in the [PUDL repo](https://github.com/catalyst-cooperative/pudl). We also love talking to our users during [PUDL Office Hours](https://calend.ly/catalyst-cooperative/pudl-office-hours).",
        "ManagedBy": "[Catalyst Cooperative](https://catalyst.coop/)",
        "UpdateFrequency": "The federal agencies that publish the raw data PUDL processes release new data, monthly, quarterly and yearly. \nPUDL is continuously improving the data and tries to release new versions of the data quarterly.\n",
        "License": "The PUDL data and documentation are published under the [Creative Commons Attribution License v4.0](https://creativecommons.org/licenses/by/4.0/) (CC-BY-4.0).",
        "Tags": [
            "aws-pds",
            "climate",
            "climate model",
            "energy",
            "environmental",
            "government records",
            "infrastructure",
            "open source software",
            "electricity",
            "energy modeling",
            "utilities"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "QIIME 2 Tutorial Data",
        "Description": "Source for rendered documentation and tutorial datasets for the QIIME 2 project",
        "ARN": "arn:aws:s3:::qiime2-data",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://use.qiime2.org",
        "Contact": "https://forum.qiime2.org",
        "ManagedBy": "Caporaso Lab",
        "UpdateFrequency": "Twice per year",
        "License": "BSD 3-Clause License",
        "Tags": [
            "aws-pds",
            "bioinformatics",
            "biology",
            "ecosystems",
            "environmental",
            "genetic",
            "genomic",
            "health",
            "microbiome",
            "metagenomics",
            "life sciences"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "RADARSAT-1",
        "Description": "Cloud Optimized GeoTIFF (COG) images",
        "ARN": "arn:aws:s3:::radarsat-r1-l1-cog",
        "Region": "ca-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www.asc-csa.gc.ca/eng/satellites/radarsat1/what-is-radarsat1.asp",
        "Contact": "https://www.eodms-sgdot.nrcan-rncan.gc.ca",
        "ManagedBy": "[Natural Resources Canada](https://nrcan.gc.ca/)",
        "UpdateFrequency": "Products are added on an adhoc basis driven by prioritized foreign repatriation efforts and new processing orders from the raw archive.\nLes produits sont ajout\u00e9s de mani\u00e8re ponctuelle en fonction des efforts prioritaires de rapatriement \u00e0 l'\u00e9tranger et des nouvelles commandes de traitement \u00e0 partir des archives brutes.",
        "License": "[Open Government License (OGL)](https://open.canada.ca/en/open-government-licence-canada)",
        "Tags": [
            "earth observation",
            "global",
            "aws-pds",
            "ice",
            "agriculture",
            "disaster response",
            "satellite imagery",
            "geospatial",
            "cog",
            "synthetic aperture radar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "RAPID NRT Flood Maps",
        "Description": "RAPID archive flood maps",
        "ARN": "arn:aws:s3:::rapid-nrt-flood-maps",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/QingYang6/RAPID-NRT-flood-maps-on-AWS/blob/master/README.md",
        "Contact": "xinyi.shen@uconn.edu; qing.yang6@hotmail.com",
        "ManagedBy": "University of Connecticut; Guangxi University",
        "UpdateFrequency": "NRT data will be update as soon as SAR images available and done processed.",
        "License": "Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "water",
            "environmental",
            "disaster response"
        ],
        "Explore": [
            "[Browse Bucket](https://rapid-nrt-flood-maps.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "RCM CEOS Analysis Ready Data | Donn\u00e9es pr\u00eates \u00e0 l'analyse du CEOS pour le MCR",
        "Description": "RCM CEOS Analysis Ready Data Donn\u00e9es pr\u00eates \u00e0 l'analyse (DPA) du CEOS pour le MCR",
        "ARN": "arn:aws:s3:::rcm-ceos-ard",
        "Region": "ca-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www.asc-csa.gc.ca/eng/satellites/radarsat/",
        "Contact": "eodms-sgdot@nrcan-rncan.gc.ca",
        "ManagedBy": "[Natural Resources Canada](https://www.nrcan.gc.ca/)",
        "UpdateFrequency": "The initial dataset will be Canada-wide, 30M Compact-Polarization standard coverage, every 12 days, per mission revisit frequency.\n<br/> <br/>\nL'ensemble de donn\u00e9es initial couvrira l'ensemble du Canada, une couverture standard de 30 metres de polarisation compacte, tous les 12 jours, par fr\u00e9quence de revisite de mission.",
        "License": "RCM image products are available free of charge, to the broadest extent possible, in order to promote the development of innovative products and services derived from SAR data. The Government of Canada retains ownership of all RCM data and image products. Intellectual property rights to value-added products (VAPs) created from the RCM image products will remain with the creator of the VAP. Acceptable uses of RCM image products are set out in the [RCM Public User License Agreement](https://www.asc-csa.gc.ca/eng/satellites/radarsat/access-to-data/public-user-license-agreement.asp), which is provided with each RCM image product.<br/> <br/>Les produits d'image de la MCR sont disponibles sans frais, le plus possible accessibles, pour encourager la mise au point de produits et services novateurs d\u00e9riv\u00e9s des donn\u00e9es RSO. Le gouvernement du Canada conserve la propri\u00e9t\u00e9 de toutes les donn\u00e9es et de tous les produits d'image de la MCR. Les droits de propri\u00e9t\u00e9 intellectuelle sur les produits \u00e0 valeur ajout\u00e9e (PVA) cr\u00e9\u00e9s \u00e0 partir des produits d'image de la MCR demeureront la propri\u00e9t\u00e9 du cr\u00e9ateur du PVA. Les utilisations acceptables des produits d'image de la MCR sont \u00e9nonc\u00e9es dans le [contrat de licence d'utilisation](https://www.asc-csa.gc.ca/fra/satellites/radarsat/acces-aux-donnees/contrat-licence-utilisation.asp) fourni avec chaque produit d'image de la MCR",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "sustainability",
            "disaster response",
            "synthetic aperture radar",
            "stac",
            "ceos",
            "analysis ready data"
        ],
        "Explore": [
            "[EODMS STAC for RCM CEOS ARD](https://www.eodms-sgdot.nrcan-rncan.gc.ca/stac/collections/rcm-ard/items/)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Radiant MLHub",
        "Description": "Radiant MLHub Training Data",
        "ARN": "arn:aws:s3:::radiant-mlhub",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.mlhub.earth/",
        "Contact": "support@radiant.earth",
        "ManagedBy": "[Radiant Earth Foundation](https://www.radiant.earth/)",
        "UpdateFrequency": "New training data catalogs are added on a rolling basis",
        "License": "Access to Radiant MLHub data is free for everyone. Each dataset has its own license (usually CC-BY or CC-BY-SA). View [Terms of Service](https://www.radiant.earth/terms/).",
        "Tags": [
            "aws-pds",
            "labeled",
            "machine learning",
            "geospatial",
            "earth observation",
            "satellite imagery",
            "environmental",
            "cog",
            "stac"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "RarePlanes",
        "Description": "Real and synthetic satellite imagery, annotations, and metadata",
        "ARN": "arn:aws:s3:::rareplanes-public",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "www.cosmiqworks.org/RarePlanes",
        "Contact": "jss5102@gmail.com and avanetten@iqt.org",
        "ManagedBy": "In-Q-Tel - CosmiQ Works",
        "UpdateFrequency": "None Planned",
        "License": "[CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/)",
        "Tags": [
            "computer vision",
            "deep learning",
            "earth observation",
            "geospatial",
            "machine learning",
            "satellite imagery",
            "aws-pds",
            "labeled"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Reference Elevation Model of Antarctica (REMA) - REMA DEM Mosaics",
        "Description": "REMA DEM Mosaics",
        "ARN": "arn:aws:s3:::pgc-opendata-dems/rema/mosaics/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.pgc.umn.edu/data/rema/",
        "Contact": "pgc-support@umn.edu",
        "ManagedBy": "[Polar Geospatial Center](https://www.pgc.umn.edu/)",
        "UpdateFrequency": "New DEM strips are added twice yearly.  Mosaic products are added as soon as they are available.",
        "License": "[Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
            "aws-pds",
            "elevation",
            "earth observation",
            "geospatial",
            "mapping",
            "open source software",
            "satellite imagery",
            "cog",
            "stac"
        ],
        "Explore": [
            "[Browse Static STAC Catalog](https://polargeospatialcenter.github.io/stac-browser/#/external/pgc-opendata-dems.s3.us-west-2.amazonaws.com/rema/mosaics.json)",
            "[Dynamic STAC API Endpoint](https://stac.pgc.umn.edu/api/v1/)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Reference Elevation Model of Antarctica (REMA) - REMA DEM Strips",
        "Description": "REMA DEM Strips",
        "ARN": "arn:aws:s3:::pgc-opendata-dems/rema/strips/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.pgc.umn.edu/data/rema/",
        "Contact": "pgc-support@umn.edu",
        "ManagedBy": "[Polar Geospatial Center](https://www.pgc.umn.edu/)",
        "UpdateFrequency": "New DEM strips are added twice yearly.  Mosaic products are added as soon as they are available.",
        "License": "[Creative Commons Attribution 4.0 International (CC BY 4.0)](https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
            "aws-pds",
            "elevation",
            "earth observation",
            "geospatial",
            "mapping",
            "open source software",
            "satellite imagery",
            "cog",
            "stac"
        ],
        "Explore": [
            "[Browse Static STAC Catalog](https://polargeospatialcenter.github.io/stac-browser/#/external/pgc-opendata-dems.s3.us-west-2.amazonaws.com/rema/strips.json)",
            "[Dynamic STAC API Guide](https://www.pgc.umn.edu/guides/stereo-derived-elevation-models/stac-access-static-and-dynamic-api/)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Reference data for HiFi human WGS",
        "Description": "HiFi Human WGS Reference data",
        "ARN": "arn:aws:s3:::pacbio-hifi-human-wgs-reference",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://zenodo.org/records/8415406",
        "Contact": "dl_it-awsopendata@pacificbiosciences.com",
        "ManagedBy": "[Pacific Biosciences of California, Inc](https://www.pacb.com/)",
        "UpdateFrequency": "Files are updated to reflect the support for the lastest version of\n[PacBio WGS Variant Pipeline]\n(https://github.com/PacificBiosciences/HiFi-human-WGS-WDL)\n",
        "License": "[CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
            "aws-pds",
            "health",
            "life sciences",
            "Homo sapiens",
            "long read sequencing",
            "genetic",
            "mapping",
            "whole genome sequencing",
            "vcf",
            "variant annotation"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "SILAM Air Quality - Notifications for new netcdf surface data",
        "Description": "Notifications for new netcdf surface data",
        "ARN": "arn:aws:sns:eu-west-1:916174725480:new-fmi-opendata-silam-surface-netcdf",
        "Region": "eu-west-1",
        "Type": "SNS Topic",
        "Documentation": "https://en.ilmatieteenlaitos.fi/open-data-on-aws-s3",
        "Contact": "avoin-data@fmi.fi",
        "ManagedBy": "[Finnish Meteorological Institute](https://www.ilmatieteenlaitos.fi/)",
        "UpdateFrequency": "1 time a day",
        "License": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
        "Tags": [
            "aws-pds",
            "earth observation",
            "climate",
            "weather",
            "air quality",
            "meteorological"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "SILAM Air Quality - Notifications for new zarr surface data",
        "Description": "Notifications for new zarr surface data",
        "ARN": "arn:aws:sns:eu-west-1:916174725480:new-fmi-opendata-silam-surface-zarr",
        "Region": "eu-west-1",
        "Type": "SNS Topic",
        "Documentation": "https://en.ilmatieteenlaitos.fi/open-data-on-aws-s3",
        "Contact": "avoin-data@fmi.fi",
        "ManagedBy": "[Finnish Meteorological Institute](https://www.ilmatieteenlaitos.fi/)",
        "UpdateFrequency": "1 time a day",
        "License": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
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    {
        "Name": "SILAM Air Quality - Surface NetCDF files",
        "Description": "Surface NetCDF files",
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        "Region": "eu-west-1",
        "Type": "S3 Bucket",
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        "Contact": "avoin-data@fmi.fi",
        "ManagedBy": "[Finnish Meteorological Institute](https://www.ilmatieteenlaitos.fi/)",
        "UpdateFrequency": "1 time a day",
        "License": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
        "Tags": [
            "aws-pds",
            "earth observation",
            "climate",
            "weather",
            "air quality",
            "meteorological"
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        "Explore": [
            "[Browse Bucket](https://fmi-opendata-silam-surface-netcdf.s3.amazonaws.com/index.html)"
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    {
        "Name": "SILAM Air Quality - Surface Zarr files",
        "Description": "Surface Zarr files",
        "ARN": "arn:aws:s3:::fmi-opendata-silam-surface-zarr",
        "Region": "eu-west-1",
        "Type": "S3 Bucket",
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        "Contact": "avoin-data@fmi.fi",
        "ManagedBy": "[Finnish Meteorological Institute](https://www.ilmatieteenlaitos.fi/)",
        "UpdateFrequency": "1 time a day",
        "License": "Creative Commons Attribution 4.0 International (CC BY 4.0)",
        "Tags": [
            "aws-pds",
            "earth observation",
            "climate",
            "weather",
            "air quality",
            "meteorological"
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        "Explore": [
            "[Browse Bucket](https://fmi-opendata-silam-surface-zarr.s3.amazonaws.com/index.html)"
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        "RequesterPays": null,
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    {
        "Name": "SILO climate data on AWS",
        "Description": "SILO open data",
        "ARN": "arn:aws:s3:::silo-open-data",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.longpaddock.qld.gov.au/silo/gridded-data",
        "Contact": "https://www.longpaddock.qld.gov.au/silo/contact-us",
        "ManagedBy": "Queensland Government",
        "UpdateFrequency": "Daily",
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        "Tags": [
            "aws-pds",
            "agriculture",
            "climate",
            "earth observation",
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    {
        "Name": "SMN Hi-Res Weather Forecast over Argentina",
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        "UpdateFrequency": "New data is added as soon as it's available. Two forecast cycles a day initialized at 00 UTC and 12 UTC.",
        "License": "[Creative Commons Attribution 2.5 Argentina License](https://creativecommons.org/licenses/by/2.5/ar)",
        "Tags": [
            "aws-pds",
            "earth observation",
            "natural resource",
            "weather",
            "meteorological"
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        "Explore": [
            "[Browse Bucket](https://smn-ar-wrf.s3.amazonaws.com/index.html)"
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        "RequesterPays": null,
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    {
        "Name": "SPARTAN Data",
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        "Region": "us-west-2",
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        "ManagedBy": "The [Atmospheric Composition Analysis Group](https://sites.wustl.edu/acag/)",
        "UpdateFrequency": "New measurement or estimation products will be added when available, usually multiple times a month.",
        "License": "SPARTAN data is licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/?ref=chooser-v1)",
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            "environmental",
            "air quality"
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        "Name": "SPHEREx Quick Release (QR): An All-Sky Spectral Survey - Absolute Gain Matrix: Pixel-to-pixel gain variations within a single spectral channel and relative gain differences across channels FITS format",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
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            "imaging",
            "object detection",
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        "Name": "SPHEREx Quick Release (QR): An All-Sky Spectral Survey - Dichroic: Map of pixels affected by flux attenuation due to the dichroic filter FITS format",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
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    {
        "Name": "SPHEREx Quick Release (QR): An All-Sky Spectral Survey - Exposure-Averaged PSF: Wavelength-dependent point spread function (PSF) estimates on a fine positional grid across each detector FITS format",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
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        "Name": "SPHEREx Quick Release (QR): An All-Sky Spectral Survey - Gain Factors: Gain factors for each detector YAML format",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "SPHEREx QR is updated weekly. The data may also be presented in new ways as the products become available.",
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        "Name": "SPHEREx Quick Release (QR): An All-Sky Spectral Survey - Non-Linearity Correction: Corrections applied to compensate for detector non-linearity due to gain degradation FITS format",
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        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/Missions/spherex.html",
        "Contact": "https://irsa.ipac.caltech.edu/docs/help_desk.html",
        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "SPHEREx QR is updated weekly. The data may also be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
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            "imaging",
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        "Name": "SPHEREx Quick Release (QR): An All-Sky Spectral Survey - Non-functional Pixel Map: Map of permanently non-functioning pixels FITS format",
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        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/Missions/spherex.html",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "SPHEREx QR is updated weekly. The data may also be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
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    {
        "Name": "SPHEREx Quick Release (QR): An All-Sky Spectral Survey - Readout Noise: Per-detector read noise maps FITS format",
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        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/Missions/spherex.html",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "SPHEREx QR is updated weekly. The data may also be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
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    {
        "Name": "SPHEREx Quick Release (QR): An All-Sky Spectral Survey - Spectral Images: Calibrated Spectral Images plus per-pixel status and processing flags, variance map, zodiacal model, exposure-averaged PSF, and wavelength WCS Multi-extension FITS format",
        "Description": "Spectral Images: Calibrated Spectral Images plus per-pixel status and processing flags, variance map, zodiacal model, exposure-averaged PSF, and wavelength WCS Multi-extension FITS format",
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        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/Missions/spherex.html",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "SPHEREx QR is updated weekly. The data may also be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
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            "astronomy",
            "imaging",
            "object detection",
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        "Host": null
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    {
        "Name": "SPHEREx Quick Release (QR): An All-Sky Spectral Survey - Spectral WCS Map: Detailed World Coordinate System (WCS) map FITS format",
        "Description": "Spectral WCS Map: Detailed World Coordinate System (WCS) map FITS format",
        "ARN": "arn:aws:s3:::nasa-irsa-spherex/qr/spectral_wcs",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/Missions/spherex.html",
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        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "SPHEREx QR is updated weekly. The data may also be presented in new ways as the products become available.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
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            "imaging",
            "object detection",
            "satellite imagery",
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        "Explore": null,
        "RequesterPays": false,
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    {
        "Name": "SSL4EO S12 Landsat Multi Product Dataset",
        "Description": "Satellite imagery and context from Sentinel-12 and Landsat 4-5, 7, 8-9",
        "ARN": "arn:aws:s3:::ssl4eo-s12-landsat-combined",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/sunny1401/ssl4eo_multi_satellite_products",
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        "ManagedBy": "Sankranti Joshi",
        "UpdateFrequency": "Not updated",
        "License": "https://creativecommons.org/licenses/by-nc-sa/4.0/",
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    {
        "Name": "Safecast - Bulk exports of air and radiation measurements",
        "Description": "Bulk exports of air and radiation measurements",
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        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Safecast/safecastapi/wiki/Data-Sets",
        "Contact": "https://groups.google.com/forum/#!forum/safecast-devices",
        "ManagedBy": "[Safecast](https://safecast.org/)",
        "UpdateFrequency": "Continuous",
        "License": "Safecast data is published under a [CC0 designation](https://creativecommons.org/publicdomain/zero/1.0/). This is a public domain designation and means the data is free and open for anyone to use under any circumstance.",
        "Tags": [
            "air quality",
            "aws-pds",
            "climate",
            "environmental",
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        "Explore": [
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    {
        "Name": "Safecast - New air and radiation measurement payloads",
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        "Region": "us-west-2",
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        "Documentation": "https://github.com/Safecast/safecastapi/wiki/Data-Sets",
        "Contact": "https://groups.google.com/forum/#!forum/safecast-devices",
        "ManagedBy": "[Safecast](https://safecast.org/)",
        "UpdateFrequency": "Continuous",
        "License": "Safecast data is published under a [CC0 designation](https://creativecommons.org/publicdomain/zero/1.0/). This is a public domain designation and means the data is free and open for anyone to use under any circumstance.",
        "Tags": [
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            "environmental",
            "geospatial",
            "radiation"
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        "Explore": null,
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    {
        "Name": "Sanborn Maps Data Package",
        "Description": "Sanborn Maps data",
        "ARN": "arn:aws:s3:::loc-sanborn-maps",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://data.labs.loc.gov/sanborn/",
        "Contact": "For curatorial questions about the content of the collection and formats, contact the Library of Congress Geography and Map Division at https://ask.loc.gov/map-geography. For technical questions about access, contact LC-Labs@loc.gov",
        "ManagedBy": "[Library of Congress](https://www.loc.gov/)",
        "UpdateFrequency": "As new and significant changes to the underlying digital collection occurs",
        "License": "The content of the Library of Congress online Sanborn Maps Collection is in the public domain and is free to use and reuse. For more information, see https://www.loc.gov/collections/sanborn-maps/about-this-collection/rights-and-access/.",
        "Tags": [
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            "archives",
            "cities",
            "computer vision",
            "conservation",
            "culture",
            "cultural preservation",
            "demographics",
            "digital assets",
            "geospatial",
            "history",
            "housing",
            "land use",
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        "Explore": [
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    {
        "Name": "SatPM2.5",
        "Description": "Satellite-Derived Fine Particulate Matter (PM25) concentrations from the Atmospheric Composition Analysis Group and Washington University in St Louis, version GL060204",
        "ARN": "arn:aws:s3:::v6.gl.02.04",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://sites.wustl.edu/acag/datasets/surface-pm2-5/#V6.GL.02.04",
        "Contact": "randall.martin@wustl.edu",
        "ManagedBy": "https://sites.wustl.edu/acag/",
        "UpdateFrequency": "Yearly",
        "License": "Creative Commons Attribution 4.0 International (https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
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            "netcdf",
            "environmental",
            "air quality",
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        "Explore": [
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        "RequesterPays": null,
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        "Host": null
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    {
        "Name": "Satellite - Ocean Colour -  MODIS - 1 day - Chlorophyll-a concentration (Carder model)",
        "Description": "Cloud Optimised AODN dataset of IMOS - SRS - MODIS - 01 day - Chlorophyll-a concentration (Carder model)",
        "ARN": "arn:aws:s3:::aodn-cloud-optimised/satellite_chlorophylla_carder_1day_aqua.zarr",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://catalogue-imos.aodn.org.au/geonetwork/srv/eng/catalog.search#/metadata/43ac4663-c8de-4eb0-9711-3da65cbecdd3",
        "Contact": "info@aodn.org.au",
        "ManagedBy": "AODN",
        "UpdateFrequency": "As Needed",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
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            "satellite imagery",
            "biology"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
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        "Documentation": "https://catalogue-imos.aodn.org.au/geonetwork/srv/eng/catalog.search#/metadata/72b65fb8-84e1-4a56-b32c-7f15970903d2",
        "Contact": "info@aodn.org.au",
        "ManagedBy": "AODN",
        "UpdateFrequency": "As Needed",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "oceans",
            "satellite imagery"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Satellite - Sea surface temperature - Level 4 - Multi sensor - Global Australian",
        "Description": "Cloud Optimised AODN dataset of IMOS - SRS - SST - L4 - GAMSSA - World",
        "ARN": "arn:aws:s3:::aodn-cloud-optimised/satellite_ghrsst_l4_gamssa_1day_multi_sensor_world.zarr",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://catalogue-imos.aodn.org.au/geonetwork/srv/eng/catalog.search#/metadata/2d496463-600c-465a-84a1-8a4ab76bd505",
        "Contact": "info@aodn.org.au",
        "ManagedBy": "AODN",
        "UpdateFrequency": "As Needed",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "oceans",
            "satellite imagery"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Satellite - Sea surface temperature - Level 4 - Multi sensor - Regional Australian",
        "Description": "Cloud Optimised AODN dataset of IMOS - SRS - SST - L4 - RAMSSA - Australia",
        "ARN": "arn:aws:s3:::aodn-cloud-optimised/satellite_ghrsst_l4_ramssa_1day_multi_sensor_australia.zarr",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://catalogue-imos.aodn.org.au/geonetwork/srv/eng/catalog.search#/metadata/a4170ca8-0942-4d13-bdb8-ad4718ce14bb",
        "Contact": "info@aodn.org.au",
        "ManagedBy": "AODN",
        "UpdateFrequency": "As Needed",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "oceans",
            "satellite imagery"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Satellogic EarthView dataset",
        "Description": "Satellogic data includes TOA RGBN COG, VISUAL RGB COG files data and metadata",
        "ARN": "arn:aws:s3:::satellogic-earthview",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://satellogic-earthview.s3.us-west-2.amazonaws.com/index.html",
        "Contact": "https://www.satellogic.com/",
        "ManagedBy": "[Satellogic](https://www.satellogic.com)",
        "UpdateFrequency": "New data will be made available periodically, with annual updates expected in the future covering the same or other new regions.",
        "License": "[CC BY 4.0](https://creativecommons.org/licenses/by/4.0/deed.en)",
        "Tags": [
            "aws-pds",
            "satellite imagery",
            "earth observation",
            "image processing",
            "geospatial",
            "computer vision",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC Catalog](https://satellogic-earthview.s3.us-west-2.amazonaws.com/stac/catalog.json)",
            "[STAC Browser](https://radiantearth.github.io/stac-browser/#/external/satellogic-earthview.s3.us-west-2.amazonaws.com/stac/catalog.json)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Scottish Public Sector LiDAR Dataset",
        "Description": "LiDAR data (DSM, DTM and Laz)",
        "ARN": "arn:aws:s3:::srsp-open-data",
        "Region": "eu-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://remotesensingdata.gov.scot/data#/list",
        "Contact": "https://remotesensingdata.gov.scot/feedback or email Scottish Government on gi-sat@gov.scot",
        "ManagedBy": "[Joint Nature Conservation Committee](https://jncc.gov.uk/)",
        "UpdateFrequency": "New datasets have historically been added every 2-3 years but there is no guarantee that this will continue.",
        "License": "All data is made available under the [Open Government Licence v3](https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/) unless otherwise stated. Currently the exception is only the phase 2 - LAZ files which are under [non-commercial government license](https://www.nationalarchives.gov.uk/doc/non-commercial-government-licence/version/2/).",
        "Tags": [
            "lidar",
            "cities",
            "coastal",
            "environmental",
            "urban",
            "elevation",
            "cog",
            "aws-pds"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sea Surface Temperature Daily Analysis: European Space Agency Climate Change Initiative product version 2.1",
        "Description": "Global daily-mean sea surface temperatures from 1981 onwards, in Zarr format The data/sstzarr directory contains a zarr store chunked (50, 180, 360) along the dimensions (time, lat, lon)",
        "ARN": "arn:aws:s3:::surftemp-sst",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://surftemp.github.io/sst-data-tutorials/",
        "Contact": "https://www.reading.ac.uk/met/",
        "ManagedBy": "[University of Reading, Department of Meteorology](https://www.reading.ac.uk/met/)",
        "UpdateFrequency": "yearly",
        "License": "Creative Commons Licence by attribution (https://creativecommons.org/licenses/by/4.0/).  For attribution cite www.nature.com/articles/s41597-019-0236-x.",
        "Tags": [
            "aws-pds",
            "earth observation",
            "oceans",
            "climate",
            "environmental",
            "global",
            "geospatial"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "SeeFar V0",
        "Description": "Primary SeeFar dataset containing multi-resolution satellite imagery in cloud-optimized GeoTIFF format across four spectral bands",
        "ARN": "arn:aws:s3:::seefar-dataset",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://coastalcarbon.ai/seefar",
        "Contact": "James Lowman",
        "ManagedBy": "Coastal Carbon",
        "UpdateFrequency": "Yearly",
        "License": "The SeeFar dataset includes multiple licensing terms, specific to each satellite data source:  - **Satellogic (Earthview)**: \"Creative Commons Attribution 4.0 International (CC BY 4.0) \u2014 allows for free use, sharing, and adaptation with attribution and indication of changes.\"  - **WorldStrat (Airbus)**: \"Creative Commons Attribution-NonCommercial 4.0 (CC BY-NC 4.0) \u2014 permits non-commercial use with attribution and indication of changes.\"  - **Sentinel**: \"Creative Commons Attribution-Share Alike 3.0 IGO (CC BY-SA 3.0 IGO) \u2014 requires attribution, share-alike terms, and indication of any changes.\"  - **USGS Landsat**: \"USGS Landsat License \u2014 unrestricted use with requested data source acknowledgment.\"",
        "Tags": [
            "geospatial",
            "earth observation",
            "satellite imagery",
            "climate",
            "biodiversity",
            "coastal",
            "machine learning",
            "environmental",
            "sustainability",
            "natural resource",
            "global",
            "mapping",
            "aws-pds"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel Near Real-time Canada Mirror | Miroir Sentinel temps quasi r\u00e9el du Canada",
        "Description": "Sentinel data over Canada | Donn\u00e9es sentinelles au Canada",
        "ARN": "arn:aws:s3:::sentinel-products-ca-mirror",
        "Region": "ca-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://sentinel.esa.int/web/sentinel/home",
        "Contact": "eodms-sgdot@nrcan-rncan.gc.ca",
        "ManagedBy": "[Natural Resources Canada](https://www.nrcan.gc.ca/)",
        "UpdateFrequency": "Sentinel-1 is an NRT dataset retrieved from ESA within 90 minutes of satellite downlink. Non-NRT Sentinel-2 and Sentinel-3 are also updated as quickly as possible based on Canada coverage and availability at the source.\n<br/> <br/>\nSentinel-1 est un ensemble de donn\u00e9es NRT r\u00e9cup\u00e9r\u00e9 de l'ESA dans les 90 minutes suivant la liaison descendante du satellite. Sentinel-2 et Sentinel-3 non NRT sont \u00e9galement r\u00e9cup\u00e9r\u00e9s le plus rapidement possible en fonction de la couverture du Canada et de la disponibilit\u00e9 \u00e0 la source.",
        "License": "The access and use of Copernicus Sentinel data is available on a free, full and open basis through the Copernicus Data Space Ecosystem and shall be governed by the Legal Notice on the use of Copernicus Sentinel Data and Service published here: https://sentinels.copernicus.eu/documents/247904/690755/Sentinel_Data_Legal_Notice.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "sustainability",
            "disaster response",
            "synthetic aperture radar",
            "stac"
        ],
        "Explore": [
            "[EODMS STAC for Sentinel products](https://www.eodms-sgdot.nrcan-rncan.gc.ca/stac/)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-1 - GRD in a Requester Pays S3 bucket",
        "Description": "GRD in a Requester Pays S3 bucket",
        "ARN": "arn:aws:s3:::sentinel-s1-l1c",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://roda.sentinel-hub.com/sentinel-s1-l1c/GRD/readme.html",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "disaster response",
            "cog",
            "synthetic aperture radar"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://sentinel-s1-l1c-stac.s3.amazonaws.com/)"
        ],
        "RequesterPays": true,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-1 - S3 Inventory files for L1C  and CSV",
        "Description": "S3 Inventory files for L1C  and CSV",
        "ARN": "arn:aws:s3:::sentinel-inventory/",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://roda.sentinel-hub.com/sentinel-s1-l1c/GRD/readme.html",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "disaster response",
            "cog",
            "synthetic aperture radar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-1 - SNS topic for notification of new scenes, can subscribe with Lambda",
        "Description": "SNS topic for notification of new scenes, can subscribe with Lambda",
        "ARN": "arn:aws:sns:eu-central-1:214830741341:SentinelS1L1C",
        "Region": "eu-central-1",
        "Type": "SNS Topic",
        "Documentation": "https://roda.sentinel-hub.com/sentinel-s1-l1c/GRD/readme.html",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "disaster response",
            "cog",
            "synthetic aperture radar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-1 Mean and Median Annual Mosaic",
        "Description": "Data access",
        "ARN": "arn:aws:s3:::dep-public-data",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://digitalearthpacific.org/#/applications",
        "Contact": "dep@spc.int",
        "ManagedBy": "[Pacific Community (SPC)](https://www.spc.int/)",
        "UpdateFrequency": "Annually",
        "License": "Digital Earth Pacific Data is available under the Creative CommonsAttribution 4.0 International license https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "earth observation",
            "environmental",
            "climate",
            "geoscience",
            "geospatial"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-1 Monthly Mosaic",
        "Description": "S1 Monthly Mosaic tiles and metadata",
        "ARN": "arn:aws:s3:::deafrica-sentinel-1",
        "Region": "af-south-1",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.digitalearthafrica.org/en/latest/data_specs/Sentinel-1_Monthly_Mosaic_specs.html",
        "Contact": "helpdesk@digitalearthafrica.org",
        "ManagedBy": "[Digital Earth Africa](https://www.digitalearthafrica.org/)",
        "UpdateFrequency": "N/A.",
        "License": "Access to S1 Monthly Mosaic data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "deafrica",
            "stac",
            "cog",
            "synthetic aperture radar"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://explorer.digitalearth.africa/products/s1_monthly_mosaic)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-1 Precise Orbit Determination (POD) Products - Notifications for new data",
        "Description": "Notifications for new data",
        "ARN": "arn:aws:sns:us-west-2:211125554030:s1-orbits-object_created",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://s1-orbits.s3.us-west-2.amazonaws.com/README.html",
        "Contact": "https://asf.alaska.edu/asf/contact-us/",
        "ManagedBy": "[The Alaska Satellite Facility (ASF)](https://asf.alaska.edu/)",
        "UpdateFrequency": "Updated as new data becomes available on the [Copernicus Data Space Ecosystem](https://documentation.dataspace.copernicus.eu/Data/ComplementaryData/Additional.html#sentinel-1-orbits). Typically AUX_POEORB files are published daily and AUX_RESORB files are published every other hour.\n",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://dataspace.copernicus.eu/terms-and-conditions).",
        "Tags": [
            "auxiliary data",
            "disaster response",
            "earth observation",
            "earthquakes",
            "floods",
            "geophysics",
            "sentinel-1",
            "synthetic aperture radar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-1 Precise Orbit Determination (POD) Products - Sentinel-1 Orbits bucket",
        "Description": "Sentinel-1 Orbits bucket",
        "ARN": "arn:aws:s3:::s1-orbits",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://s1-orbits.s3.us-west-2.amazonaws.com/README.html",
        "Contact": "https://asf.alaska.edu/asf/contact-us/",
        "ManagedBy": "[The Alaska Satellite Facility (ASF)](https://asf.alaska.edu/)",
        "UpdateFrequency": "Updated as new data becomes available on the [Copernicus Data Space Ecosystem](https://documentation.dataspace.copernicus.eu/Data/ComplementaryData/Additional.html#sentinel-1-orbits). Typically AUX_POEORB files are published daily and AUX_RESORB files are published every other hour.\n",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://dataspace.copernicus.eu/terms-and-conditions).",
        "Tags": [
            "auxiliary data",
            "disaster response",
            "earth observation",
            "earthquakes",
            "floods",
            "geophysics",
            "sentinel-1",
            "synthetic aperture radar"
        ],
        "Explore": [
            "[AWS S3 Explorer](https://s1-orbits.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-1 SLC dataset for Germany",
        "Description": "Public access to Sentinel-1 SLC IW scenes over Germany",
        "ARN": "arn:aws:s3:::sentinel1-slc",
        "Region": "eu-west-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/live-eo/sentinel1-slc/",
        "Contact": "For any enquires regarding the dataset, please email OpenData at Live-EO opendata@live-eo.com",
        "ManagedBy": "[LiveEO](https://live-eo.com/)",
        "UpdateFrequency": "New Sentinel1-SLC IW data are updated regularly in an interval of 6 days, after they are available on the Alaska Satellite Facility endpoint.",
        "License": "The data usage will inherit and fully comply with the free and open data policy from ESA. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "disaster response",
            "satellite imagery",
            "geospatial",
            "sustainability",
            "earth observation",
            "environmental",
            "synthetic aperture radar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-1 SLC dataset for South and Southeast Asia, Taiwan, Korea and Japan",
        "Description": "Public access to Sentinel-1 SLC IW scenes over South and Southeast Asia, Taiwan and Japan",
        "ARN": "arn:aws:s3:::sentinel1-slc-seasia-pds",
        "Region": "ap-southeast-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/earthobservatory/sentinel1-opds/",
        "Contact": "For any enquires regarding data delivery, please email ehill@ntu.edu.sg and stchin@ntu.edu.sg",
        "ManagedBy": "[Earth Observatory of Singapore, Nanyang Technological University](https://earthobservatory.sg)",
        "UpdateFrequency": "S1 SLC data for the region of interest will be updated regularly, as it becomes available on the Alaska Satellite Facility endpoint.",
        "License": "The data usage will inherit and fully comply with the free and open data policy from ESA\u2019s [Sentinel Data Policy](https://scihub.copernicus.eu/twiki/pub/SciHubWebPortal/TermsConditions/TC_Sentinel_Data_31072014.pdf).",
        "Tags": [
            "aws-pds",
            "disaster response",
            "satellite imagery",
            "geospatial",
            "earth observation",
            "environmental",
            "synthetic aperture radar"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 - Level 1C scenes and metadata, in Requester Pays S3 bucket",
        "Description": "Level 1C scenes and metadata, in Requester Pays S3 bucket",
        "ARN": "arn:aws:s3:::sentinel-s2-l1c",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "Documentation is available for [Sentinel-2 L1C](https://roda.sentinel-hub.com/sentinel-s2-l1c/readme.html) and [Sentinel-2 L2A](https://roda.sentinel-hub.com/sentinel-s2-l2a/readme.html).",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac"
        ],
        "Explore": [
            "[Earth Search STAC L1C Collection](https://earth-search.aws.element84.com/v1/collections/sentinel-2-l1c)",
            "[Earth Search STAC Browser L1C Collection](https://radiantearth.github.io/stac-browser/#/external/earth-search.aws.element84.com/v1/collections/sentinel-2-l1c)",
            "[STAC V1.0.0 endpoint](https://sentinel-s2-l1c-stac.s3.amazonaws.com/)",
            "[Earth Viewer by Element 84](https://viewer.aws.element84.com/)"
        ],
        "RequesterPays": true,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 - Level 2A scenes and metadata, in Requester Pays S3 bucket",
        "Description": "Level 2A scenes and metadata, in Requester Pays S3 bucket",
        "ARN": "arn:aws:s3:::sentinel-s2-l2a",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "Documentation is available for [Sentinel-2 L1C](https://roda.sentinel-hub.com/sentinel-s2-l1c/readme.html) and [Sentinel-2 L2A](https://roda.sentinel-hub.com/sentinel-s2-l2a/readme.html).",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://sentinel-s2-l2a-stac.s3.amazonaws.com/)"
        ],
        "RequesterPays": true,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 - New scene notifications for L1C, can subscribe with Lambda",
        "Description": "New scene notifications for L1C, can subscribe with Lambda",
        "ARN": "arn:aws:sns:eu-west-1:214830741341:NewSentinel2Product",
        "Region": "eu-west-1",
        "Type": "SNS Topic",
        "Documentation": "Documentation is available for [Sentinel-2 L1C](https://roda.sentinel-hub.com/sentinel-s2-l1c/readme.html) and [Sentinel-2 L2A](https://roda.sentinel-hub.com/sentinel-s2-l2a/readme.html).",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 - New scene notifications for L2A, can subscribe with Lambda",
        "Description": "New scene notifications for L2A, can subscribe with Lambda",
        "ARN": "arn:aws:sns:eu-central-1:214830741341:SentinelS2L2A",
        "Region": "eu-central-1",
        "Type": "SNS Topic",
        "Documentation": "Documentation is available for [Sentinel-2 L1C](https://roda.sentinel-hub.com/sentinel-s2-l1c/readme.html) and [Sentinel-2 L2A](https://roda.sentinel-hub.com/sentinel-s2-l2a/readme.html).",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 - S3 Inventory files for L1C  and CSV",
        "Description": "S3 Inventory files for L1C  and CSV",
        "ARN": "arn:aws:s3:::sentinel-inventory/sentinel-s2-l1c",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "Documentation is available for [Sentinel-2 L1C](https://roda.sentinel-hub.com/sentinel-s2-l1c/readme.html) and [Sentinel-2 L2A](https://roda.sentinel-hub.com/sentinel-s2-l2a/readme.html).",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 - S3 Inventory files for L2A  and CSV",
        "Description": "S3 Inventory files for L2A  and CSV",
        "ARN": "arn:aws:s3:::sentinel-inventory/sentinel-s2-l2a",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "Documentation is available for [Sentinel-2 L1C](https://roda.sentinel-hub.com/sentinel-s2-l1c/readme.html) and [Sentinel-2 L2A](https://roda.sentinel-hub.com/sentinel-s2-l2a/readme.html).",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 - Zipped archives for each L1C product with 3 day retention period, in Requester Pays bucket",
        "Description": "Zipped archives for each L1C product with 3 day retention period, in Requester Pays bucket",
        "ARN": "arn:aws:s3:::sentinel-s2-l1c-zips",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "Documentation is available for [Sentinel-2 L1C](https://roda.sentinel-hub.com/sentinel-s2-l1c/readme.html) and [Sentinel-2 L2A](https://roda.sentinel-hub.com/sentinel-s2-l2a/readme.html).",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac"
        ],
        "Explore": null,
        "RequesterPays": true,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 - Zipped archives for each L2A product with 3 day retention period, in Requester Pays bucket",
        "Description": "Zipped archives for each L2A product with 3 day retention period, in Requester Pays bucket",
        "ARN": "arn:aws:s3:::sentinel-s2-l2a-zips",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "Documentation is available for [Sentinel-2 L1C](https://roda.sentinel-hub.com/sentinel-s2-l1c/readme.html) and [Sentinel-2 L2A](https://roda.sentinel-hub.com/sentinel-s2-l2a/readme.html).",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac"
        ],
        "Explore": null,
        "RequesterPays": true,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 ACOLITE-DSF Aquatic Reflectance for the Conterminous United States - New scene notification",
        "Description": "New scene notification",
        "ARN": "arn:aws:sns:us-west-2:242201296900:usgs-wma-sentinel-2-aqr-acolite-dsf-object_created",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.sciencebase.gov/catalog/item/640f612dd34e254fd352e1ed",
        "Contact": "tvking@usgs.gov",
        "ManagedBy": "[United States Geological Survey](https://www.usgs.gov)",
        "UpdateFrequency": "New scenes are added daily.",
        "License": "Contains modified Copernicus Sentinel data, which is available under the Creative Commons CC BY-SA 3.0 IGO license. Please reference King et al., 2024 (doi 10.5066/P904243C) when referring to the aquatic reflectance, and include the statement 'Contains modified Copernicus Sentinel data [Year]' to acknowledge the data originator.",
        "Tags": [
            "aws-pds",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "cog",
            "water"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 ACOLITE-DSF Aquatic Reflectance for the Conterminous United States - Scenes and metadata",
        "Description": "Scenes and metadata",
        "ARN": "arn:aws:s3:::usgs-wma-sentinel-2-aqr-acolite-dsf/version_01",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.sciencebase.gov/catalog/item/640f612dd34e254fd352e1ed",
        "Contact": "tvking@usgs.gov",
        "ManagedBy": "[United States Geological Survey](https://www.usgs.gov)",
        "UpdateFrequency": "New scenes are added daily.",
        "License": "Contains modified Copernicus Sentinel data, which is available under the Creative Commons CC BY-SA 3.0 IGO license. Please reference King et al., 2024 (doi 10.5066/P904243C) when referring to the aquatic reflectance, and include the statement 'Contains modified Copernicus Sentinel data [Year]' to acknowledge the data originator.",
        "Tags": [
            "aws-pds",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "cog",
            "water"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 Cloud-Optimized GeoTIFFs - Collection 1 Level 2A scenes and metadata",
        "Description": "Collection 1 Level 2A scenes and metadata",
        "ARN": "arn:aws:s3:::e84-earth-search-sentinel-data",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Element84/earth-search",
        "Contact": "opendata@element84.com",
        "ManagedBy": "[Element 84](https://www.element84.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "cog",
            "stac"
        ],
        "Explore": [
            "[Earth Search STAC C1 L2A Collection](https://earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a)",
            "[STAC Browser C1 L2A Collection](https://radiantearth.github.io/stac-browser/#/external/earth-search.aws.element84.com/v1/collections/sentinel-2-c1-l2a)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 Cloud-Optimized GeoTIFFs - Level 2A scenes and metadata",
        "Description": "Level 2A scenes and metadata",
        "ARN": "arn:aws:s3:::sentinel-cogs",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Element84/earth-search",
        "Contact": "opendata@element84.com",
        "ManagedBy": "[Element 84](https://www.element84.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "cog",
            "stac"
        ],
        "Explore": [
            "[Earth Search STAC L2A Collection](https://earth-search.aws.element84.com/v1/collections/sentinel-2-l2a)",
            "[STAC Browser L2A Collection](https://radiantearth.github.io/stac-browser/#/external/earth-search.aws.element84.com/v1/collections/sentinel-2-l2a)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 Cloud-Optimized GeoTIFFs - New scene notifications, can subscribe with Lambda",
        "Description": "New scene notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:us-west-2:608149789419:cirrus-es-prod-publish",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://github.com/Element84/earth-search",
        "Contact": "opendata@element84.com",
        "ManagedBy": "[Element 84](https://www.element84.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 Cloud-Optimized GeoTIFFs - New scene notifications, can subscribe with Lambda",
        "Description": "New scene notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:us-west-2:608149789419:cirrus-v0-publish",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://github.com/Element84/earth-search",
        "Contact": "opendata@element84.com",
        "ManagedBy": "[Element 84](https://www.element84.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
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            "disaster response",
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 Cloud-Optimized GeoTIFFs - S3 Inventory files for L1C  and CSV",
        "Description": "S3 Inventory files for L1C  and CSV",
        "ARN": "arn:aws:s3:::sentinel-cogs-inventory",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Element84/earth-search",
        "Contact": "opendata@element84.com",
        "ManagedBy": "[Element 84](https://www.element84.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "cog",
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        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 Cloud-Optimized GeoTIFFs - S3 Inventory files for L2A (parquet",
        "Description": "S3 Inventory files for L2A (parquet",
        "ARN": "arn:aws:s3:::e84-earth-search-sentinel-data-inventory",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Element84/earth-search",
        "Contact": "opendata@element84.com",
        "ManagedBy": "[Element 84](https://www.element84.com/)",
        "UpdateFrequency": "New Sentinel data are added regularly, usually within few hours after they are available on Copernicus OpenHub.",
        "License": "Access to Sentinel data is free, full and open for the broad Regional, National, European and International user community. View [Terms and Conditions](https://scihub.copernicus.eu/twiki/do/view/SciHubWebPortal/TermsConditions).",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "cog",
            "stac"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 Geometric Median and Absolute Deviations (GeoMAD) over the Pacific",
        "Description": "Data access",
        "ARN": "arn:aws:s3:::dep-public-data",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://digitalearthpacific.org/#/applications",
        "Contact": "dep@spc.int",
        "ManagedBy": "[Pacific Community (SPC)](https://www.spc.int/)",
        "UpdateFrequency": "Annually",
        "License": "Digital Earth Pacific Data is available under the Creative CommonsAttribution 4.0 International license https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "earth observation",
            "geoscience",
            "geospatial"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-2 L2A 120m Mosaic",
        "Description": "Sentinel-2 L2A 120m mosaics data in a S3 bucket",
        "ARN": "arn:aws:s3:::sentinel-s2-l2a-mosaic-120",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "Documentation is available [here](https://sentinel-s2-l2a-mosaic-120.s3.amazonaws.com/readme.html).",
        "Contact": "https://forum.sentinel-hub.com/c/aws-sentinel",
        "ManagedBy": "[Sinergise](https://www.sinergise.com/)",
        "UpdateFrequency": "New data will be added annually.",
        "License": "CC-BY 4.0, Credit: Contains modified Copernicus data [year] processed by Sentinel Hub",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "machine learning",
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        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-3 - Sentinel-3 Cloud Optimized GeoTIFF (COG) format",
        "Description": "Sentinel-3 Cloud Optimized GeoTIFF (COG) format",
        "ARN": "arn:aws:s3:::meeo-s3-cog/",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Sentinel-5P/data-on-s3/blob/master/DocsForAws/Sentinel3Description.md",
        "Contact": "sentinel3@meeo.it",
        "ManagedBy": "[Meteorological Environmental Earth Observation](https://www.meeo.it/)",
        "UpdateFrequency": "Daily",
        "License": "https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice",
        "Tags": [
            "aws-pds",
            "oceans",
            "earth observation",
            "environmental",
            "geospatial",
            "land",
            "satellite imagery",
            "cog",
            "stac"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://meeo-s3.s3.amazonaws.com/)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-3 - Sentinel-3 Near Real Time Data (NRT) format",
        "Description": "Sentinel-3 Near Real Time Data (NRT) format",
        "ARN": "arn:aws:s3:::meeo-s3/NRT/",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Sentinel-5P/data-on-s3/blob/master/DocsForAws/Sentinel3Description.md",
        "Contact": "sentinel3@meeo.it",
        "ManagedBy": "[Meteorological Environmental Earth Observation](https://www.meeo.it/)",
        "UpdateFrequency": "Daily",
        "License": "https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice",
        "Tags": [
            "aws-pds",
            "oceans",
            "earth observation",
            "environmental",
            "geospatial",
            "land",
            "satellite imagery",
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        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-3 - Sentinel-3 Not Time Critical (NTC) format",
        "Description": "Sentinel-3 Not Time Critical (NTC) format",
        "ARN": "arn:aws:s3:::meeo-s3/NTC/",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Sentinel-5P/data-on-s3/blob/master/DocsForAws/Sentinel3Description.md",
        "Contact": "sentinel3@meeo.it",
        "ManagedBy": "[Meteorological Environmental Earth Observation](https://www.meeo.it/)",
        "UpdateFrequency": "Daily",
        "License": "https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice",
        "Tags": [
            "aws-pds",
            "oceans",
            "earth observation",
            "environmental",
            "geospatial",
            "land",
            "satellite imagery",
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-3 - Sentinel-3 Short Time Critical (STC) format",
        "Description": "Sentinel-3 Short Time Critical (STC) format",
        "ARN": "arn:aws:s3:::meeo-s3/STC/",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Sentinel-5P/data-on-s3/blob/master/DocsForAws/Sentinel3Description.md",
        "Contact": "sentinel3@meeo.it",
        "ManagedBy": "[Meteorological Environmental Earth Observation](https://www.meeo.it/)",
        "UpdateFrequency": "Daily",
        "License": "https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice",
        "Tags": [
            "aws-pds",
            "oceans",
            "earth observation",
            "environmental",
            "geospatial",
            "land",
            "satellite imagery",
            "cog",
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        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sentinel-5P Level 2 - Sentinel-5p Cloud Optimised GeoTIFF (COGT) TIFF format",
        "Description": "Sentinel-5p Cloud Optimised GeoTIFF (COGT) TIFF format",
        "ARN": "arn:aws:s3:::meeo-s5p/COGT/",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Sentinel-5P/data-on-s3/blob/master/DocsForAws/Sentinel5P_Description.md",
        "Contact": "sentinel5p@meeo.it",
        "ManagedBy": "[Meteorological Environmental Earth Observation](https://www.meeo.it/)",
        "UpdateFrequency": "Daily",
        "License": "https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice",
        "Tags": [
            "aws-pds",
            "air quality",
            "atmosphere",
            "earth observation",
            "environmental",
            "geospatial",
            "satellite imagery",
            "cog",
            "stac"
        ],
        "Explore": [
            "[STAC V1.0.0 endpoint](https://meeo-s5p.s3.amazonaws.com/index.html?t=catalogs)"
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        "RequesterPays": null,
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        "Host": null
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    {
        "Name": "Sentinel-5P Level 2 - Sentinel-5p Near Real Time Data (NRTI) NetCDF format",
        "Description": "Sentinel-5p Near Real Time Data (NRTI) NetCDF format",
        "ARN": "arn:aws:s3:::meeo-s5p/NRTI/",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Sentinel-5P/data-on-s3/blob/master/DocsForAws/Sentinel5P_Description.md",
        "Contact": "sentinel5p@meeo.it",
        "ManagedBy": "[Meteorological Environmental Earth Observation](https://www.meeo.it/)",
        "UpdateFrequency": "Daily",
        "License": "https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice",
        "Tags": [
            "aws-pds",
            "air quality",
            "atmosphere",
            "earth observation",
            "environmental",
            "geospatial",
            "satellite imagery",
            "cog",
            "stac"
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        "Explore": null,
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        "Host": null
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    {
        "Name": "Sentinel-5P Level 2 - Sentinel-5p Off Line Data (OFFL) NetCDF format",
        "Description": "Sentinel-5p Off Line Data (OFFL) NetCDF format",
        "ARN": "arn:aws:s3:::meeo-s5p/OFFL/",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Sentinel-5P/data-on-s3/blob/master/DocsForAws/Sentinel5P_Description.md",
        "Contact": "sentinel5p@meeo.it",
        "ManagedBy": "[Meteorological Environmental Earth Observation](https://www.meeo.it/)",
        "UpdateFrequency": "Daily",
        "License": "https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice",
        "Tags": [
            "aws-pds",
            "air quality",
            "atmosphere",
            "earth observation",
            "environmental",
            "geospatial",
            "satellite imagery",
            "cog",
            "stac"
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        "Explore": null,
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        "Host": null
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    {
        "Name": "Sentinel-5P Level 2 - Sentinel-5p Reprocessed Data (RPRO) NetCDF format",
        "Description": "Sentinel-5p Reprocessed Data (RPRO) NetCDF format",
        "ARN": "arn:aws:s3:::meeo-s5p/RPRO/",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/Sentinel-5P/data-on-s3/blob/master/DocsForAws/Sentinel5P_Description.md",
        "Contact": "sentinel5p@meeo.it",
        "ManagedBy": "[Meteorological Environmental Earth Observation](https://www.meeo.it/)",
        "UpdateFrequency": "Daily",
        "License": "https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice",
        "Tags": [
            "aws-pds",
            "air quality",
            "atmosphere",
            "earth observation",
            "environmental",
            "geospatial",
            "satellite imagery",
            "cog",
            "stac"
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        "Explore": null,
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    {
        "Name": "Ships of Opportunity - Air-sea fluxes - Meteorological and flux - Delayed mode",
        "Description": "Cloud Optimised AODN dataset of IMOS-SOOP-Air Sea Flux",
        "ARN": "arn:aws:s3:::aodn-cloud-optimised/vessel_air_sea_flux_product_delayed.parquet",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://catalogue-imos.aodn.org.au/geonetwork/srv/eng/catalog.search#/metadata/07818819-2e5c-4a12-9395-0082b57b2fe8",
        "Contact": "info@aodn.org.au",
        "ManagedBy": "AODN",
        "UpdateFrequency": "As Needed",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "oceans",
            "air temperature",
            "atmosphere",
            "meteorological",
            "radiation"
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        "Explore": null,
        "RequesterPays": null,
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        "Host": null
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    {
        "Name": "Ships of Opportunity - Air-sea fluxes - Meteorological and sea surface temperature - Real time",
        "Description": "Cloud Optimised AODN dataset of IMOS - SOOP-Air Sea Flux (ASF) sub-facility - Meteorological and SST Observations",
        "ARN": "arn:aws:s3:::aodn-cloud-optimised/vessel_air_sea_flux_sst_meteo_realtime.parquet",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://catalogue-imos.aodn.org.au/geonetwork/srv/eng/catalog.search#/metadata/9436802f-ed93-4660-be50-e77c3c07bd09",
        "Contact": "info@aodn.org.au",
        "ManagedBy": "AODN",
        "UpdateFrequency": "As Needed",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "oceans",
            "air temperature",
            "atmosphere",
            "meteorological",
            "precipitation",
            "radiation"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Ships of Opportunity - Biogeochemical sensors - Delayed mode",
        "Description": "Cloud Optimised AODN dataset of IMOS - SOOP Underway CO2 Measurements Research Group - delayed mode data",
        "ARN": "arn:aws:s3:::aodn-cloud-optimised/vessel_co2_delayed_qc.parquet",
        "Region": "ap-southeast-2",
        "Type": "S3 Bucket",
        "Documentation": "https://catalogue-imos.aodn.org.au/geonetwork/srv/eng/catalog.search#/metadata/63db5801-cc19-40ef-83b3-85ccba884cf7",
        "Contact": "info@aodn.org.au",
        "ManagedBy": "AODN",
        "UpdateFrequency": "As Needed",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "oceans",
            "chemistry",
            "atmosphere",
            "meteorological"
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        "Explore": null,
        "RequesterPays": null,
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        "Host": null
    },
    {
        "Name": "Sofar Spotter Archive",
        "Description": "Hourly position, wave spectra and bulk wave parameters from global free drifting Spotter buoys",
        "ARN": "arn:aws:s3:::sofar-spotter-archive",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "[Spotter Technical Reference Manual](https://content.sofarocean.com/hubfs/Spotter%20product%20documentation%20page/Sofar%20-%20Technical_Reference_Manual.pdf)",
        "Contact": "opendata@sofarocean.com",
        "ManagedBy": "[Sofar Ocean](https://www.sofarocean.com/company/contact-us)",
        "UpdateFrequency": "As available",
        "License": "[Sofar Data Access Agreement](https://sofarocean.notion.site/sofarocean/Sofar-Data-Access-Agreement-fe4e091fa0b5453d9a8bd97c4b6940d5)",
        "Tags": [
            "aws-pds",
            "climate",
            "meteorological",
            "sustainability",
            "weather",
            "oceans",
            "environmental",
            "oceans"
        ],
        "Explore": [
            "[Browse Bucket](https://sofar-spotter-archive.s3.amazonaws.com/index.html)"
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        "RequesterPays": null,
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        "Host": null
    },
    {
        "Name": "SondeHub Radiosonde Telemetry",
        "Description": "Radiosonde Telemetry as JSON blobs of Universal Telemetry format",
        "ARN": "arn:aws:s3:::sondehub-history",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/projecthorus/sondehub-infra/wiki/Amazon-Open-Data",
        "Contact": "Michaela Wheeler <vk3fur@sondehub.org>",
        "ManagedBy": "[SondeHub](https://sondehub.org/)",
        "UpdateFrequency": "Data is updated as we receive it",
        "License": "Creative Commons BY-SA 2.0",
        "Tags": [
            "aws-pds",
            "climate",
            "environmental",
            "weather",
            "GPS"
        ],
        "Explore": [
            "[Browse Bucket by serial number](https://sondehub-history.s3-website-us-east-1.amazonaws.com/#serial/)",
            "[Browse Bucket by date/time](https://sondehub-history.s3-website-us-east-1.amazonaws.com/#date/)"
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        "RequesterPays": null,
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    },
    {
        "Name": "Sounds of Central African landscapes",
        "Description": "Nouabale-Ndoki landscape sound data",
        "ARN": "arn:aws:s3:::congo8khz-pnnn",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://elephantlisteningproject.org/congo-soundscapes-public-database/",
        "Contact": "elephant-lp@cornell.edu",
        "ManagedBy": "Center for Conservation Bioacoustics, Cornell University (https://elephantlisteningproject.org)",
        "UpdateFrequency": "New sound data spanning 4-month time periods added as soon as possible",
        "License": "These sound files are freely available for scientific study andexploration, including for the development of detectionalgorithms. Derivative works based on use of these sounds(e.g. publications, reports, published detection algorithms, mediapieces) must include proper attribution to the \"Cornell ElephantListening Project.\"These sounds are not available for any media use including, but notlimited to, advertising, promotion, radio or movie production,without express permission from the owners.",
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            "aws-pds",
            "biodiversity",
            "ecosystems",
            "biology",
            "land",
            "life sciences",
            "natural resource",
            "survey",
            "geospatial"
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        "Explore": null,
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    },
    {
        "Name": "Southern California Earthquake Data",
        "Description": "Seismic waveform data (miniSEED format) and earthquake catalog (ascii)",
        "ARN": "arn:aws:s3:::scedc-pds",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://scedc.caltech.edu/data/cloud.html",
        "Contact": "scedc@gps.caltech.edu",
        "ManagedBy": "[Southern California Earthquake Data Center](https://scedc.caltech.edu)",
        "UpdateFrequency": "Daily",
        "License": "SCEDC herby grants the non-exclusive, royalty free, non-transferable, worldwide right and license to use, reproduce and publicly display in all media public data from the Southern California Seismic Network. Please cite the SCEDC (doi:10.7909/C3WD3xH1) and SCSN (doi:10.7914/SN/CI) for any research publications using this data.",
        "Tags": [
            "aws-pds",
            "earth observation",
            "earthquakes",
            "seismology"
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        "Explore": null,
        "RequesterPays": null,
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        "Host": null
    },
    {
        "Name": "SpaceNet",
        "Description": "Imagery and metadata in a S3 bucket",
        "ARN": "arn:aws:s3:::spacenet-dataset",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://spacenet.ai/",
        "Contact": "https://spacenet.ai/contact-us/",
        "ManagedBy": "[SpaceNet](https://spacenet.ai/)",
        "UpdateFrequency": "New imagery and features are added quarterly",
        "License": "Various (See [here](https://spacenet.ai/datasets/) for more details)",
        "Tags": [
            "aws-pds",
            "geospatial",
            "computer vision",
            "machine learning",
            "earth observation",
            "disaster response",
            "satellite imagery"
        ],
        "Explore": null,
        "RequesterPays": null,
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        "Host": null
    },
    {
        "Name": "Speedtest by Ookla Global Fixed and Mobile Network Performance Maps",
        "Description": "Parquet and Shapefiles",
        "ARN": "arn:aws:s3:::ookla-open-data",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "[Performance Maps Overview](https://github.com/teamookla/ookla-open-data)",
        "Contact": "opendata@ookla.com",
        "ManagedBy": "[Ookla](https://www.ookla.com/ookla-for-good)",
        "UpdateFrequency": "Quarterly",
        "License": "\"[CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/)\"",
        "Tags": [
            "analytics",
            "aws-pds",
            "broadband",
            "cities",
            "civic",
            "disaster response",
            "geospatial",
            "global",
            "government spending",
            "infrastructure",
            "internet",
            "mapping",
            "parquet",
            "network traffic",
            "regulatory",
            "telecommunications",
            "tiles"
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        "Explore": null,
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    {
        "Name": "Spitzer Enhanced Imaging Products (SEIP) Super Mosaics",
        "Description": "SEIP Super Mosaics: 36, 45, 58, 8, and 24 micron mean and median mosaics with corresponding uncertainty, coverage, and mask maps in Flexible Image Transport System (FITS) format",
        "ARN": "arn:aws:s3:::nasa-irsa-spitzer/spitzer/seip",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://irsa.ipac.caltech.edu/data/SPITZER/Enhanced/SEIP/overview.html",
        "Contact": "https://irsa.ipac.caltech.edu/docs/help_desk.html",
        "ManagedBy": "NASA/IPAC Infrared Science Archive ([IRSA](https://irsa.ipac.caltech.edu)) at Caltech",
        "UpdateFrequency": "This data set may be updated once or twice in the future.",
        "License": "https://irsa.ipac.caltech.edu/data_use_terms.html",
        "Tags": [
            "aws-pds",
            "astronomy",
            "imaging",
            "satellite imagery",
            "survey"
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        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": false,
        "Host": null
    },
    {
        "Name": "State of Colorado Imagery",
        "Description": "The State of Colorado historic public aerial imagery Currently, NAIP is available from 2005 and 2009-2021 The National Agriculture Imagery Program is a project managed by the US Department of Agriculture created to collect leaf-on imagery for the United States during peak growing seasons The files are available as GeoTIFFs From 2005-2017 they have a one meter resolution After that, it is a 60cm resolution DRAPP (Denver Regional Aerial Photgraphy Project) is available from 2010-2020 It is availble in 3, 6, and 12in resolutions (except 2012)",
        "ARN": "arn:aws:s3:::colorado-public-imagery",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://docs.google.com/document/d/1YDHignUj9lQTMw2J-SqA96MTP8KmJYtk2ZKKC2ZYuPE/edit?usp=sharing",
        "Contact": "oit_gis@state.co.us",
        "ManagedBy": "State of Colorado Governor's Office of Information Technology (OIT) GIS team",
        "UpdateFrequency": "Periodically",
        "License": "https://creativecommons.org/publicdomain/zero/1.0/legalcode",
        "Tags": [
            "aws-pds",
            "aerial imagery",
            "geospatial",
            "imaging",
            "mapping"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Storm EVent ImageRy (SEVIR)",
        "Description": "Dataset of storm imagery",
        "ARN": "arn:aws:s3:::sevir",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://nbviewer.jupyter.org/github/MIT-AI-Accelerator/eie-sevir/blob/master/examples/SEVIR_Tutorial.ipynb",
        "Contact": "mark.veillette@mit.edu",
        "ManagedBy": "Mark S. Veillette",
        "UpdateFrequency": "New events will be added to SEVIR yearly",
        "License": "There are no restrictions on the use of this data.",
        "Tags": [
            "satellite imagery",
            "weather",
            "meteorological",
            "aws-pds"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Sub-Meter Canopy Tree Height of California in 2020 by CTrees.org",
        "Description": "Cloud-optimized GeoTIFF files with names corresponding to image of California for the year 2020 from the National Agriculture Imagery Program (NAIP) - United States Department of Agriculture (USDA) NAIP",
        "ARN": "arn:aws:s3:::ctrees-tree-height-ca-2020/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "[Project overview](https://ctrees.org/products/tree-level)",
        "Contact": "info@ctrees.org",
        "ManagedBy": "[CTrees](https://ctrees.org/)",
        "UpdateFrequency": "TBD",
        "License": "https://creativecommons.org/licenses/by/4.0/",
        "Tags": [
            "aws-pds",
            "cog",
            "earth observation",
            "land cover",
            "deep learning",
            "aerial imagery",
            "image processing",
            "environmental",
            "conservation",
            "geospatial"
        ],
        "Explore": [
            "[Browse CTrees Bucket](https://ctrees-tree-height-ca-2020.s3.us-west-2.amazonaws.com/index.html)"
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        "RequesterPays": null,
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    {
        "Name": "Swiss Public Transport Stops",
        "Description": "data files ESRI FGDB, CSV , MapInfo, Interlis",
        "ARN": "arn:aws:s3:::data.geo.admin.ch/ch.bav.haltestellen-oev/data.zip",
        "Region": "eu-west-1",
        "Type": "S3 Bucket",
        "Documentation": "https://www.bav.admin.ch/bav/de/home/allgemeine-themen/fachthemen/geoinformation/geobasisdaten/haltestellen-des-oeffentlichen-verkehrs.html",
        "Contact": "fredi.daellenbach@bav.admin.ch",
        "ManagedBy": "Swiss Geoportal",
        "UpdateFrequency": "annually",
        "License": "You may use this dataset for non-commercial purposes. You may use this dataset for commercial purposes. You must cite the source (title of the dataset, Federal Office of Transport FOT).",
        "Tags": [
            "aws-pds",
            "cities",
            "geospatial",
            "infrastructure",
            "mapping",
            "traffic",
            "transportation"
        ],
        "Explore": [
            "[Browse Bucket](https://data.geo.admin.ch/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Terra Fusion Data Sampler",
        "Description": "AWS S3 Public Bucket Containing Terra Basic Fusion Hierarchical Data Format 5 (HDF5) files",
        "ARN": "arn:aws:s3:::terrafusiondatasampler",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://go.illinois.edu/terra-fusion-doc",
        "Contact": "gdi@illinois.edu",
        "ManagedBy": "University of Illinois",
        "UpdateFrequency": "Static, with a planned update for years 2016-2020 in the future.",
        "License": "Creative Commons Level 0",
        "Tags": [
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            "geospatial",
            "satellite imagery"
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        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Terrain Tiles - Gridded elevation tiles",
        "Description": "Gridded elevation tiles",
        "ARN": "arn:aws:s3:::elevation-tiles-prod",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/tilezen/joerd/tree/master/docs",
        "Contact": "https://github.com/tilezen/joerd/issues",
        "ManagedBy": "Mapzen, a Linux Foundation project",
        "UpdateFrequency": "New data is added based on community feedback",
        "License": "https://github.com/tilezen/joerd/blob/master/docs/attribution.md",
        "Tags": [
            "aws-pds",
            "agriculture",
            "elevation",
            "earth observation",
            "geospatial",
            "disaster response"
        ],
        "Explore": [
            "[Browse Map](https://elevation-tiles-prod.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Terrain Tiles - Gridded elevation tiles - replication in EU region",
        "Description": "Gridded elevation tiles - replication in EU region",
        "ARN": "arn:aws:s3:::elevation-tiles-prod-eu",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/tilezen/joerd/tree/master/docs",
        "Contact": "https://github.com/tilezen/joerd/issues",
        "ManagedBy": "Mapzen, a Linux Foundation project",
        "UpdateFrequency": "New data is added based on community feedback",
        "License": "https://github.com/tilezen/joerd/blob/master/docs/attribution.md",
        "Tags": [
            "aws-pds",
            "agriculture",
            "elevation",
            "earth observation",
            "geospatial",
            "disaster response"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Toxicant Exposures and Responses by Genomic and Epigenomic Regulators of Transcription (TaRGET)",
        "Description": "Released and archived TaRGET II data",
        "ARN": "arn:aws:s3:::targetepigenomics",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://data.targetepigenomics.org/",
        "Contact": "targetdcc16@gmail.com",
        "ManagedBy": "TaRGET II Data Coordination Center (TaRGET-DCC)",
        "UpdateFrequency": "TaRGET-DCC offers monthly data releases, although this dataset may not be updated at every release.",
        "License": "External data users may freely download, analyze, and publish results based on any TaRGET II data provided here without restrictions.",
        "Tags": [
            "biology",
            "bioinformatics",
            "genetic",
            "genomic",
            "life sciences",
            "environmental",
            "epigenomics",
            "aws-pds"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Tropical Cyclone Precipitation, Infrared, Microwave, and Environmental Dataset (TC PRIMED)",
        "Description": "The Tropical Cyclone Precipitation, Infrared, Microwave and Environmental Dataset (TC PRIMED) is a dataset centered around passive microwave observations of global tropical cyclones from low-Earth-orbiting satellites The files are available in NetCDF format",
        "ARN": "arn:aws:s3:::noaa-nesdis-tcprimed-pds",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://rammb-data.cira.colostate.edu/tcprimed/TCPRIMED_v01r01_documentation.pdf",
        "Contact": "CIRA_tcprimed [at] colostate [dot] edu",
        "ManagedBy": "[CIRA](https://www.cira.colostate.edu/)",
        "UpdateFrequency": "Annually for the final version, several months after the conclusion of the Northern Hemisphere tropical cyclone season and daily for the preliminary version, several days after the dissipation of a tropical cyclone.",
        "License": "NOAA data disseminated through NODD are open to the public and can be used as desired.<br/> <br/>NOAA makes data openly available to ensure maximum use of our data, and to spur and encourage exploration and innovation throughout the industry. NOAA requests attribution for the use or dissemination of unaltered NOAA data. However, it is not permissible to state or imply endorsement by or affiliation with NOAA. If you modify NOAA data, you may not state or imply that it is original, unaltered NOAA data.",
        "Tags": [
            "atmosphere",
            "aws-pds",
            "earth observation",
            "environmental",
            "geophysics",
            "geoscience",
            "global",
            "meteorological",
            "model",
            "netcdf",
            "precipitation",
            "satellite imagery",
            "weather"
        ],
        "Explore": [
            "[Browse Bucket](https://noaa-nesdis-tcprimed-pds.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "USGS 3DEP LiDAR Point Clouds - A Requester Pays Bucket of Raw LAZ 14 3DEP data Data in this bucket is more complete in coverage than the EPT bucket, but it is not a complete 3DEP mirror Some resources in this bucket also have incomplete and missing coordinate system information, which is why they might not be mirrored into the EPT bucket",
        "Description": "A Requester Pays Bucket of Raw LAZ 14 3DEP data Data in this bucket is more complete in coverage than the EPT bucket, but it is not a complete 3DEP mirror Some resources in this bucket also have incomplete and missing coordinate system information, which is why they might not be mirrored into the EPT bucket",
        "ARN": "arn:aws:s3:::usgs-lidar",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/hobu/usgs-lidar/",
        "Contact": "https://github.com/hobu/usgs-lidar",
        "ManagedBy": "[Hobu, Inc.](https://hobu.co)",
        "UpdateFrequency": "Periodically",
        "License": "US Government Public Domain https://www.usgs.gov/faqs/what-are-terms-uselicensing-map-services-and-data-national-map",
        "Tags": [
            "aws-pds",
            "agriculture",
            "elevation",
            "disaster response",
            "geospatial",
            "lidar",
            "stac"
        ],
        "Explore": null,
        "RequesterPays": true,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "USGS 3DEP LiDAR Point Clouds - Public access Entwine Point Tiles of most resources from the ``arn:aws:s3:::usgs-lidar`` bucket",
        "Description": "Public access Entwine Point Tiles of most resources from the ``arn:aws:s3:::usgs-lidar`` bucket",
        "ARN": "arn:aws:s3:::usgs-lidar-public",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/hobu/usgs-lidar/",
        "Contact": "https://github.com/hobu/usgs-lidar",
        "ManagedBy": "[Hobu, Inc.](https://hobu.co)",
        "UpdateFrequency": "Periodically",
        "License": "US Government Public Domain https://www.usgs.gov/faqs/what-are-terms-uselicensing-map-services-and-data-national-map",
        "Tags": [
            "aws-pds",
            "agriculture",
            "elevation",
            "disaster response",
            "geospatial",
            "lidar",
            "stac"
        ],
        "Explore": [
            "[STAC Catalog](https://usgs-lidar-stac.s3-us-west-2.amazonaws.com/ept/catalog.json)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "USGS Landsat - New scene notifications, Level 3 Science Products",
        "Description": "New scene notifications, Level 3 Science Products",
        "ARN": "arn:aws:sns:us-west-2:673253540267:public-c2-level-3-tile-notify-v2",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.usgs.gov/core-science-systems/nli/landsat/landsat-commercial-cloud-data-access",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[United States Geological Survey](https://www.usgs.gov)",
        "UpdateFrequency": "New scenes are added daily.",
        "License": "There are no restrictions on Landsat data downloaded from the USGS; it can be used or redistributed as desired. We do request that you include a [statement of the data source](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con) when citing, copying, or reprinting USGS Landsat data or images.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "USGS Landsat - New scene notifications, Level-1 and Level-2 Scenes",
        "Description": "New scene notifications, Level-1 and Level-2 Scenes",
        "ARN": "arn:aws:sns:us-west-2:673253540267:public-c2-notify-v2",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.usgs.gov/core-science-systems/nli/landsat/landsat-commercial-cloud-data-access",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[United States Geological Survey](https://www.usgs.gov)",
        "UpdateFrequency": "New scenes are added daily.",
        "License": "There are no restrictions on Landsat data downloaded from the USGS; it can be used or redistributed as desired. We do request that you include a [statement of the data source](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con) when citing, copying, or reprinting USGS Landsat data or images.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "USGS Landsat - New scene notifications, US ARD Tiles",
        "Description": "New scene notifications, US ARD Tiles",
        "ARN": "arn:aws:sns:us-west-2:673253540267:public-c2-ard-tile-notify-v2",
        "Region": "us-west-2",
        "Type": "SNS Topic",
        "Documentation": "https://www.usgs.gov/core-science-systems/nli/landsat/landsat-commercial-cloud-data-access",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[United States Geological Survey](https://www.usgs.gov)",
        "UpdateFrequency": "New scenes are added daily.",
        "License": "There are no restrictions on Landsat data downloaded from the USGS; it can be used or redistributed as desired. We do request that you include a [statement of the data source](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con) when citing, copying, or reprinting USGS Landsat data or images.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac",
            "cog"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "USGS Landsat - Scenes and metadata",
        "Description": "Scenes and metadata",
        "ARN": "arn:aws:s3:::usgs-landsat/collection02/",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.usgs.gov/core-science-systems/nli/landsat/landsat-commercial-cloud-data-access",
        "Contact": "https://answers.usgs.gov/",
        "ManagedBy": "[United States Geological Survey](https://www.usgs.gov)",
        "UpdateFrequency": "New scenes are added daily.",
        "License": "There are no restrictions on Landsat data downloaded from the USGS; it can be used or redistributed as desired. We do request that you include a [statement of the data source](https://www.usgs.gov/centers/eros/data-citation?qt-science_support_page_related_con=0#qt-science_support_page_related_con) when citing, copying, or reprinting USGS Landsat data or images.",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "natural resource",
            "disaster response",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC Catalog](https://landsatlook.usgs.gov/stac-server/collections)"
        ],
        "RequesterPays": true,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Umbra Synthetic Aperture Radar (SAR) Open Data",
        "Description": "Umbra Spotlight collects including GEC, SICD, SIDD, CPHD data and metadata",
        "ARN": "arn:aws:s3:::umbra-open-data-catalog",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://help.umbra.space/product-guide",
        "Contact": "help@umbra.space",
        "ManagedBy": "[Umbra](https://umbra.space/)",
        "UpdateFrequency": "New data is added frequently. The frequent updates enable users to analyze the time-series data to detect changes in each location. Umbra's goal is to provide the user with a deep understanding on what's possible with our data.",
        "License": "All data is provided with a Creative Commons License ([CC by 4.0](https://umbra.space/open-license)), which gives you the right to do just about anything you want with it.",
        "Tags": [
            "aws-pds",
            "synthetic aperture radar",
            "stac",
            "satellite imagery",
            "earth observation",
            "image processing",
            "geospatial"
        ],
        "Explore": [
            "[Browse Bucket](https://umbra-open-data-catalog.s3-website.us-west-2.amazonaws.com/)",
            "[STAC Browser](https://radiantearth.github.io/stac-browser/#/external/s3.us-west-2.amazonaws.com/umbra-open-data-catalog/stac/catalog.json)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "VENUS L2A Cloud-Optimized GeoTIFFs - New Venus L2A dataset notifications, can subscribe with Lambda",
        "Description": "New Venus L2A dataset notifications, can subscribe with Lambda",
        "ARN": "arn:aws:sns:us-east-1:794383284256:venus-l2a-cogs-object_created",
        "Region": "us-east-1",
        "Type": "SNS Topic",
        "Documentation": "https://github.com/earthdaily/venus-on-aws/",
        "Contact": "Klaus Bachhuber - klaus.bachhuber@earthdaily.com",
        "ManagedBy": "[EarthDaily Analytics](https://earthdaily.com/)",
        "UpdateFrequency": "New Venus data are added regularly",
        "License": "https://creativecommons.org/licenses/by-nc/4.0/",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "image processing",
            "natural resource",
            "disaster response",
            "cog",
            "stac",
            "activity detection",
            "environmental",
            "land cover"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "VENUS L2A Cloud-Optimized GeoTIFFs - Venus L2A dataset (COG) and metadata (STAC)",
        "Description": "Venus L2A dataset (COG) and metadata (STAC)",
        "ARN": "arn:aws:s3:::venus-l2a-cogs",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/earthdaily/venus-on-aws/",
        "Contact": "Klaus Bachhuber - klaus.bachhuber@earthdaily.com",
        "ManagedBy": "[EarthDaily Analytics](https://earthdaily.com/)",
        "UpdateFrequency": "New Venus data are added regularly",
        "License": "https://creativecommons.org/licenses/by-nc/4.0/",
        "Tags": [
            "aws-pds",
            "agriculture",
            "earth observation",
            "satellite imagery",
            "geospatial",
            "image processing",
            "natural resource",
            "disaster response",
            "cog",
            "stac",
            "activity detection",
            "environmental",
            "land cover"
        ],
        "Explore": [
            "[STAC Browser Venus L2A (COG) Catalog](https://radiantearth.github.io/stac-browser/#/external/venus-l2a-cogs.s3.us-east-1.amazonaws.com/catalog.json)"
        ],
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Vermont Open Geospatial on AWS - Elevation datsets (primarily lidar based) are organized in this bucket as statewide file mosaics and by acquisition year (often a portion of the state in any given year) These data are available in Cloud Optimized GeoTIFF (COG) format and use the following naming convention; 1) Statewide COGs - STATEWIDE_<AQYEAR-AQYEAR>_<RESOLUTION>cm_<DERIVATIVE>, 2) By Acquisition Year - <AQYEAR>_<RESOLUTION>cm_<DERIVATIVE> Individual tiles are also available as lossless COGs under the /_Tiles subfolder",
        "Description": "Elevation datsets (primarily lidar based) are organized in this bucket as statewide file mosaics and by acquisition year (often a portion of the state in any given year) These data are available in Cloud Optimized GeoTIFF (COG) format and use the following naming convention; 1) Statewide COGs - STATEWIDE_<AQYEAR-AQYEAR>_<RESOLUTION>cm_<DERIVATIVE>, 2) By Acquisition Year - <AQYEAR>_<RESOLUTION>cm_<DERIVATIVE> Individual tiles are also available as lossless COGs under the /_Tiles subfolder",
        "ARN": "arn:aws:s3:::vtopendata-prd/Elevation",
        "Region": "us-east-2",
        "Type": "S3 Bucket",
        "Documentation": "https://vcgi.vermont.gov/data-and-programs/",
        "Contact": "If you have specific questions please contact - vcgi@vermont.gov",
        "ManagedBy": "[Vermont Center for Geographic Information](https://vcgi.vermont.gov)",
        "UpdateFrequency": "Vermont acquires statewide imagery approximately once every other year. Lidar is acquired approximately once every 5-8 years. High-resolution landcover is generated once every other year.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation",
            "land cover"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Vermont Open Geospatial on AWS - Imagery datsets are organized in this bucket as statewide file mosaics and by acquisition year (often a portion of the state in any given year) These data are available in Cloud Optimized GeoTIFF (COG) format and use the following naming convention; 1) Statewide - STATEWIDE_<AQYEAR-AQYEAR>_<RESOLUTION>cm_<LEAFSTATUS>_<#BANDS>Band, 2) By Acquisition Year - <AQYEAR>_<RESOLUTION>cm_<LEAFSTATUS>_<#BANDS>Band Individual tiles are also available as lossless COGs under the /_Tiles subfolder",
        "Description": "Imagery datsets are organized in this bucket as statewide file mosaics and by acquisition year (often a portion of the state in any given year) These data are available in Cloud Optimized GeoTIFF (COG) format and use the following naming convention; 1) Statewide - STATEWIDE_<AQYEAR-AQYEAR>_<RESOLUTION>cm_<LEAFSTATUS>_<#BANDS>Band, 2) By Acquisition Year - <AQYEAR>_<RESOLUTION>cm_<LEAFSTATUS>_<#BANDS>Band Individual tiles are also available as lossless COGs under the /_Tiles subfolder",
        "ARN": "arn:aws:s3:::vtopendata-prd/Imagery",
        "Region": "us-east-2",
        "Type": "S3 Bucket",
        "Documentation": "https://vcgi.vermont.gov/data-and-programs/",
        "Contact": "If you have specific questions please contact - vcgi@vermont.gov",
        "ManagedBy": "[Vermont Center for Geographic Information](https://vcgi.vermont.gov)",
        "UpdateFrequency": "Vermont acquires statewide imagery approximately once every other year. Lidar is acquired approximately once every 5-8 years. High-resolution landcover is generated once every other year.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation",
            "land cover"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Vermont Open Geospatial on AWS - Landcover datsets are organized in this bucket as statewide file mosaics These data are available in Cloud Optimized GeoTIFF (COG) format and use the following naming convention STATEWIDE_<AQYEAR>_<RESOLUTION>cm_LANDCOVER_<DerivativeType>",
        "Description": "Landcover datsets are organized in this bucket as statewide file mosaics These data are available in Cloud Optimized GeoTIFF (COG) format and use the following naming convention STATEWIDE_<AQYEAR>_<RESOLUTION>cm_LANDCOVER_<DerivativeType>",
        "ARN": "arn:aws:s3:::vtopendata-prd/Landcover",
        "Region": "us-east-2",
        "Type": "S3 Bucket",
        "Documentation": "https://vcgi.vermont.gov/data-and-programs/",
        "Contact": "If you have specific questions please contact - vcgi@vermont.gov",
        "ManagedBy": "[Vermont Center for Geographic Information](https://vcgi.vermont.gov)",
        "UpdateFrequency": "Vermont acquires statewide imagery approximately once every other year. Lidar is acquired approximately once every 5-8 years. High-resolution landcover is generated once every other year.",
        "License": "Public Domain with Attribution",
        "Tags": [
            "earth observation",
            "aerial imagery",
            "geospatial",
            "lidar",
            "elevation",
            "land cover"
        ],
        "Explore": null,
        "RequesterPays": false,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Virtual Shizuoka, 3D Point Cloud Data",
        "Description": "Point Cloud Data of Shizuoka Prefecture, Japan",
        "ARN": "arn:aws:s3:::virtual-shizuoka",
        "Region": "ap-northeast-1",
        "Type": "S3 Bucket",
        "Documentation": "https://github.com/aigidjp/opendata_virtualshizuoka/README.md",
        "Contact": "virtualshizuoka@aigid.jp",
        "ManagedBy": "[AIGID](https://aigid.jp/)",
        "UpdateFrequency": "Currently not scheduled",
        "License": "Creative Commons Attribution 4.0 International (CC-BY 4.0) and Open Data Commons Open Database License (ODbL)",
        "Tags": [
            "aws-pds",
            "bathymetry",
            "disaster response",
            "elevation",
            "geospatial",
            "japanese",
            "land",
            "lidar",
            "mapping"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "WIS2 Global Cache on AWS",
        "Description": "Core data as defined in the WMO Unified Data Policy (Resolution 1 (Cg-19)) and the initial Catalogue of Core Data",
        "ARN": "arn:aws:s3:::wis2-global-cache",
        "Region": "eu-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://www.metoffice.gov.uk/services/data/external-data-channels",
        "Contact": "gisc-exeter@metoffice.gov.uk",
        "ManagedBy": "[Met Office](https://www.metoffice.gov.uk/)",
        "UpdateFrequency": "New data added as soon as available from origin WIS2 Nodes.",
        "License": "There are no restrictions on the use of this data. Attribution of original source is requested.",
        "Tags": [
            "aws-pds",
            "atmosphere",
            "forecast",
            "geoscience",
            "climate",
            "earth observation",
            "hydrology",
            "meteorological",
            "model",
            "oceans",
            "weather"
        ],
        "Explore": [
            "[Browse Bucket](https://wis2-global-cache.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Whiffle WINS50 Open Data on AWS",
        "Description": "Whiffle WINS50 LES Data",
        "ARN": "arn:aws:s3:::whiffle-wins50-data",
        "Region": "eu-central-1",
        "Type": "S3 Bucket",
        "Documentation": "https://gitlab.com/whiffle-public/whiffle-open-data",
        "Contact": "support@whiffle.nl",
        "ManagedBy": "[Whiffle](https://www.whiffle.nl/)",
        "UpdateFrequency": "No updates planned.",
        "License": "CC BY-SA 4.0",
        "Tags": [
            "aws-pds",
            "weather",
            "sustainability",
            "atmosphere",
            "electricity",
            "meteorological",
            "model",
            "zarr",
            "turbulence"
        ],
        "Explore": [
            "[Browse Bucket](https://whiffle-wins50-data.s3.amazonaws.com/index.html)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "Wildfire Projections to Support Climate Resilience",
        "Description": "Wildfire Projections to Support Climate Resilience, see https://analyticscal-adaptorg/data/ for more information",
        "ARN": "arn:aws:s3:::wfclimres",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://analytics.cal-adapt.org/data/",
        "Contact": "analytics@cal-adapt.org",
        "ManagedBy": "Cal-Adapt: Analytics Engine (by Eagle Rock Analytics, Inc.)",
        "UpdateFrequency": "Infrequent, Irregular",
        "License": "Varies, see dataset specific metadata",
        "Tags": [
            "climate",
            "climate model",
            "climate projections",
            "weather",
            "solar",
            "energy",
            "electricity",
            "sustainability",
            "agriculture",
            "environmental",
            "meteorological",
            "geospatial",
            "disaster response"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "World Bank - Light Every Night",
        "Description": "Light Every Night dataset of all VIIRS DNB and DMSP-OLS nighttime satellite data",
        "ARN": "arn:aws:s3:::globalnightlight",
        "Region": "us-east-1",
        "Type": "S3 Bucket",
        "Documentation": "https://worldbank.github.io/OpenNightLights/wb-light-every-night-readme.html",
        "Contact": "Trevor Monroe tmonroe@worldbank.org; Benjamin P. Stewart bstewart@worldbankgroup.org; Brian Min brianmin@umich.edu; Kim Baugh kim.baugh@noaa.gov",
        "ManagedBy": "[World Bank Group](https://www.worldbank.org/en/home)",
        "UpdateFrequency": "Quarterly",
        "License": "[World Bank Open Database License (ODbL)](https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
            "disaster response",
            "earth observation",
            "satellite imagery",
            "aws-pds",
            "stac",
            "cog"
        ],
        "Explore": [
            "[STAC 1.0.0-beta.2 endpoint](https://stacindex.org/catalogs/world-bank-light-every-night#/)"
        ],
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "World Bank Climate Change Knowledge Portal (CCKP)",
        "Description": "World Bank Climate Change Knowledge Portal observed and projected climate datasets",
        "ARN": "arn:aws:s3:::wbg-cckp",
        "Region": "us-west-2",
        "Type": "S3 Bucket",
        "Documentation": "https://worldbank.github.io/climateknowledgeportal",
        "Contact": "C. MacKenzie Dove cdove@worldbank.org; askclimate@worldbank.org",
        "ManagedBy": "[World Bank Group](https://www.worldbank.org/en/home)",
        "UpdateFrequency": "Semi-annually",
        "License": "[World Bank Open Database License (ODbL)](https://creativecommons.org/licenses/by/4.0/)",
        "Tags": [
            "aws-pds",
            "climate",
            "climate model",
            "earth observation",
            "climate projections",
            "CMIP6",
            "netcdf"
        ],
        "Explore": null,
        "RequesterPays": null,
        "AccountRequired": null,
        "Host": null
    },
    {
        "Name": "iNaturalist Licensed Observation Images",
        "Description": "Image files (eg JPEG) associated with metadata describing the observation associated with the image file",
        "ARN": "arn:aws:s3:::inaturalist-open-data",
        "Region": "us-east-1",
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