cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16410613
title: 202506 - Vessel detections from Sentinel 2

description: Vessel detections with Sentinel-2 satellite imagery from 2019 to 14 days ago. Multiyear detection of vessels with respective length, speed and orientation estimates based on deep-learning models applied to electro-optical imagery (RGB and near-infrared) at 10-m resolution covering most exclusive economic zones and marine protected areas across the ocean.

Sentinel-2 detections are  based on electro-optical imagery at 10-m resolution. Compared with our published Sentinel-1 detections based on SAR imagery at 20-m resolution, Sentinel-2 allows detecting smaller vessels with all types of vessel materials, in contrast with the weakness of SAR imagery on revealing vessels made of wood and fiberglass. Sentinel-2 also images the wakes of moving vessels, which further increase the detectability of small vessels and allow us to infer the vessels’ speed and orientation.The rich information contained in the optical imagery can be used to map not only vessel presence, but also vessel activities such as vessel encounters and bottom trawling. Sentinel-2 also covers more area of the ocean than Sentinel-1, and the novel neural-net detection approach does not require the exclusion of near-shore regions (as opposed to the CFAR approach), allowing detection of vessels in highly-packed areas all the way to the shoreline where most human activity is concentrated. Overall, with Sentinel-2 imagery we are able to detect about 3 times more vessels, “see” a broader range of vessel lengths and types, and infer more information of vessel activities than in our previous mapping using Sentinel-1 imagery.
description: This is the same dataset available in Global Fishing Watch Data Download Portal.

We have created one version for each year since 2019 to 2024, then you can find one version for each month during 2025. 

We will publish a new version including monthly data around the 20th of each month, so for example Aug 20 2025, you can find July 2025 data uploaded.
DOI: 10.15468/dl.w2fuuq
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guyana",
 "DatasetKey is Royal Ontario Museum - Mammalogy",
 "TaxonKey is Rhipidomys macconnelli"
 ]
}

 The dataset includes 302 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026566-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16911647
title: 202507 - Vessel detections from Sentinel 2

description: Vessel detections with Sentinel-2 satellite imagery from 2019 to 14 days ago. Multiyear detection of vessels with respective length, speed and orientation estimates based on deep-learning models applied to electro-optical imagery (RGB and near-infrared) at 10-m resolution covering most exclusive economic zones and marine protected areas across the ocean.

Sentinel-2 detections are  based on electro-optical imagery at 10-m resolution. Compared with our published Sentinel-1 detections based on SAR imagery at 20-m resolution, Sentinel-2 allows detecting smaller vessels with all types of vessel materials, in contrast with the weakness of SAR imagery on revealing vessels made of wood and fiberglass. Sentinel-2 also images the wakes of moving vessels, which further increase the detectability of small vessels and allow us to infer the vessels’ speed and orientation.The rich information contained in the optical imagery can be used to map not only vessel presence, but also vessel activities such as vessel encounters and bottom trawling. Sentinel-2 also covers more area of the ocean than Sentinel-1, and the novel neural-net detection approach does not require the exclusion of near-shore regions (as opposed to the CFAR approach), allowing detection of vessels in highly-packed areas all the way to the shoreline where most human activity is concentrated. Overall, with Sentinel-2 imagery we are able to detect about 3 times more vessels, “see” a broader range of vessel lengths and types, and infer more information of vessel activities than in our previous mapping using Sentinel-1 imagery.
description: This is the same dataset available in Global Fishing Watch Data Download Portal.

We have created one version for each year since 2019 to 2024, then you can find one version for each month during 2025. 

We will publish a new version including monthly data around the 20th of each month, so for example Aug 20 2025, you can find July 2025 data uploaded.
DOI: 10.5517/ccdc.csd.cc2l6np5
title: CCDC 2389687: Experimental Crystal Structure Determination

description: Related Article: Jiaqiang Liu, Xin Su, Yan Xu, Weiwei Tang, Taimin Yang, Junbo Gong|2025|Chemical Science|16|15037|doi:10.1039/D5SC04741B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l6nq6
title: CCDC 2389688: Experimental Crystal Structure Determination

description: Related Article: Jiaqiang Liu, Xin Su, Yan Xu, Weiwei Tang, Taimin Yang, Junbo Gong|2025|Chemical Science|16|15037|doi:10.1039/D5SC04741B
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mppjk
title: CCDC 2433919: Experimental Crystal Structure Determination

description: Related Article: Zongjing Xiao, Pengfei Li, Beibei Sun, Xinrui Bao, Lei Gan, Huajun Yang|2025|Chemical Science|16|14919|doi:10.1039/D5SC02337H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mppkl
title: CCDC 2433920: Experimental Crystal Structure Determination

description: Related Article: Zongjing Xiao, Pengfei Li, Beibei Sun, Xinrui Bao, Lei Gan, Huajun Yang|2025|Chemical Science|16|14919|doi:10.1039/D5SC02337H
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n5m6p
title: CCDC 2448262: Experimental Crystal Structure Determination

description: Related Article: Tomohiro Isono, Shingo Harada, Mai Yanagawa, Tetsuhiro Nemoto|2025|Chemical Science|16|14967|doi:10.1039/D5SC03417E
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n8hbs
title: CCDC 2451025: Experimental Crystal Structure Determination

description: Related Article: Yuzhe Zhang, Tomohiro Higashino, Keigo Namikawa, W. Ryan Osterloh, Hiroshi Imahori|2025|Chemical Science|16|15004|doi:10.1039/D5SC03537F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n8hct
title: CCDC 2451026: Experimental Crystal Structure Determination

description: Related Article: Yuzhe Zhang, Tomohiro Higashino, Keigo Namikawa, W. Ryan Osterloh, Hiroshi Imahori|2025|Chemical Science|16|15004|doi:10.1039/D5SC03537F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n8hdv
title: CCDC 2451027: Experimental Crystal Structure Determination

description: Related Article: Yuzhe Zhang, Tomohiro Higashino, Keigo Namikawa, W. Ryan Osterloh, Hiroshi Imahori|2025|Chemical Science|16|15004|doi:10.1039/D5SC03537F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc327
title: CCDC 2453528: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc338
title: CCDC 2453529: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc349
title: CCDC 2453530: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc35b
title: CCDC 2453531: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc36c
title: CCDC 2453532: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc37d
title: CCDC 2453533: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc38f
title: CCDC 2453534: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc39g
title: CCDC 2453535: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc3bh
title: CCDC 2453536: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc3cj
title: CCDC 2453537: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc3dk
title: CCDC 2453538: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.c9pd5x
title: Occurrence Download

description: A dataset containing 11245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Paratrechina longicornis",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11245 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026568-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2nc3fl
title: CCDC 2453539: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc3gm
title: CCDC 2453540: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc3hn
title: CCDC 2453541: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc3jp
title: CCDC 2453542: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc3kq
title: CCDC 2453543: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc3lr
title: CCDC 2453544: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc3ms
title: CCDC 2453545: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc3nt
title: CCDC 2453546: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2nc6hr
title: CCDC 2453634: Experimental Crystal Structure Determination

description: Related Article: Leonie Wüst, Johannes Chorbacher, Timo Keim, Tim Wellnitz, Julian Spieß, Nele Wieprecht, Maximilian Michel, Holger Helten, Holger Braunschweig|2025|Chemical Science|16|15086|doi:10.1039/D5SC03814F
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.