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  "author": "SMDH Data Science Team",
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  "author": "SMDH Data Science Team",
            
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  "author_email": "info@smdh.uk",
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  "author_email": "info@smdh.uk",
            
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  "cloud_storage_key_segment": 
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  "cloud_storage_key_segment": 
            
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"manufacturing-assets-production-dataset",
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"manufacturing-assets-production-dataset",
            
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  "creator_user_id": "06d04fb0-fe0e-4a6a-b958-061fb38a9f9c",
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  "creator_user_id": "06d04fb0-fe0e-4a6a-b958-061fb38a9f9c",
            
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  "groups": [],
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  "groups": [],
            
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  "id": "db0e88cc-c141-4317-832d-034b080490b3",
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  "id": "db0e88cc-c141-4317-832d-034b080490b3",
            
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  "isopen": false,
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  "isopen": false,
            
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  "license_id": "cc-nc",
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  "license_id": "cc-nc",
            
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  "license_title": "Creative Commons Non-Commercial (Any)",
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  "license_title": "Creative Commons Non-Commercial (Any)",
            
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  "license_url": "http://creativecommons.org/licenses/by-nc/2.0/",
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  "license_url": "http://creativecommons.org/licenses/by-nc/2.0/",
            
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  "maintainer": "Dermot Kerr",
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  "maintainer": "Dermot Kerr",
            
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  "maintainer_email": "d.kerr@ulster.ac.uk",
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  "maintainer_email": "d.kerr@ulster.ac.uk",
            
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  "metadata_created": "2026-03-18T17:26:16.122430",
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  "metadata_created": "2026-03-18T17:26:16.122430",
            
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  "metadata_modified": "2026-03-18T17:27:31.480712",
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  "metadata_modified": "2026-03-18T17:27:31.480712",
            
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  "name": 
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  "name": 
            
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"ulster-university--manufacturing-assets-production-dataset",
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"ulster-university--manufacturing-assets-production-dataset",
            
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  "notes": "** Overview\r\n\r\nThis dataset contains shift-level 
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  "notes": "** Overview\r\n\r\nThis dataset contains shift-level 
            
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production and operational measurements for multiple assets across a 
20
production and operational measurements for multiple assets across a 
            
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company. It is intended for use in:\r\n\u2022 Production 
21
company. It is intended for use in:\r\n\u2022 Production 
            
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analytics\r\n\u2022 Operational efficiency studies\r\n\u2022 
22
analytics\r\n\u2022 Operational efficiency studies\r\n\u2022 
            
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Industrial data science applications\r\n\r\n** Potential Use 
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Industrial data science applications\r\n\r\n** Potential Use 
            
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Cases\r\nThis dataset can be used for:\r\n\u2022 Production 
24
Cases\r\nThis dataset can be used for:\r\n\u2022 Production 
            
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performance analysis\r\n\u2022 Downtime and issue analysis\r\n\u2022 
25
performance analysis\r\n\u2022 Downtime and issue analysis\r\n\u2022 
            
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Operational efficiency studies\r\n\r\n** Contact / 
26
Operational efficiency studies\r\n\r\n** Contact / 
            
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Attribution\r\nDataset prepared for research and educational purposes 
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Attribution\r\nDataset prepared for research and educational purposes 
            
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by Ulster University.\r\nGenerated and processed for public use. All 
28
by Ulster University.\r\nGenerated and processed for public use. All 
            
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identifiers anonymised to ensure privacy.",
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identifiers anonymised to ensure privacy.",
            
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  "num_resources": 1,
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  "num_resources": 1,
            
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  "num_tags": 0,
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  "organization": {
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  "organization": {
            
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    "approval_status": "approved",
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    "approval_status": "approved",
            
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    "created": "2023-03-20T14:27:38.943709",
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    "created": "2023-03-20T14:27:38.943709",
            
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    "description": "Ulster University has a sustained track record in 
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    "description": "Ulster University has a sustained track record in 
            
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robotics, computer vision, and computational intelligence. Translating 
36
robotics, computer vision, and computational intelligence. Translating 
            
37
research into technologies that catalyse innovation in small and large 
37
research into technologies that catalyse innovation in small and large 
            
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enterprises, we have been instrumental in attracting inward investment 
38
enterprises, we have been instrumental in attracting inward investment 
            
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and developing the knowledge economy. Ulster lead SMDH, lead the 
39
and developing the knowledge economy. Ulster lead SMDH, lead the 
            
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virtual manufacturing platform and contribute to data science, 
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virtual manufacturing platform and contribute to data science, 
            
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roll-out and marketing.",
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roll-out and marketing.",
            
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    "id": "ef5c8779-8217-40b9-a33a-bf371253343c",
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    "id": "ef5c8779-8217-40b9-a33a-bf371253343c",
            
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    "image_url": "2023-05-02-104737.949700uu.png",
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    "image_url": "2023-05-02-104737.949700uu.png",
            
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    "is_organization": true,
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    "is_organization": true,
            
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    "name": "ulster-university",
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    "name": "ulster-university",
            
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    "state": "active",
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    "state": "active",
            
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    "title": "Ulster University",
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    "title": "Ulster University",
            
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    "type": "organization"
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    "type": "organization"
            
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  },
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  },
            
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  "owner_org": "ef5c8779-8217-40b9-a33a-bf371253343c",
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  "owner_org": "ef5c8779-8217-40b9-a33a-bf371253343c",
            
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  "private": false,
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  "private": false,
            
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  "relationships_as_object": [],
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  "relationships_as_object": [],
            
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  "relationships_as_subject": [],
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  "relationships_as_subject": [],
            
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  "resources": [
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  "resources": [
            
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      "cache_url": null,
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      "cache_url": null,
            
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      "cloud_storage_key": 
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      "cloud_storage_key": 
            
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"1/ulster-university/manufacturing-assets-production-dataset/Readme - 
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"1/ulster-university/manufacturing-assets-production-dataset/Readme - 
            
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Asset Activity Dataset.pdf",
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Asset Activity Dataset.pdf",
            
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      "description": "",
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      "format": "PDF",
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      "name": "Readme - Asset Activity Dataset.pdf",
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      "size": 156834,
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      "size": 156834,
            
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      "url": 
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      "url": 
            
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4b-45e3-892c-fe4392cc6010/download/readme-asset-activity-dataset.pdf",
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4b-45e3-892c-fe4392cc6010/download/readme-asset-activity-dataset.pdf",
            
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      "url_type": "upload"
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    }
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  "share_internally": false,
            
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  "state": "active",
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  "state": "active",
            
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  "tags": [],
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  "tags": [],
            
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  "title": "Manufacturing Assets Production Dataset",
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  "title": "Manufacturing Assets Production Dataset",
            
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  "type": "dataset",
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  "type": "dataset",
            
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  "url": "",
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  "url": "",
            
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  "version": "1.0"
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  "version": "1.0"
            
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}
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}