cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/cc64ypy
title: CCDC 183510: Experimental Crystal Structure Determination

description: Related Article: J.M.Clemente-Juan, C.Mackiewicz, M.Verelst, F.Dahan, A.Bousseksou, Y.Sanakis, J.-P.Tuchagues|2002|Inorg.Chem.|41|1478|doi:10.1021/ic010787+
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/cc64yqz
title: CCDC 183511: Experimental Crystal Structure Determination

description: Related Article: J.M.Clemente-Juan, C.Mackiewicz, M.Verelst, F.Dahan, A.Bousseksou, Y.Sanakis, J.-P.Tuchagues|2002|Inorg.Chem.|41|1478|doi:10.1021/ic010787+
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/cc64yr0
title: CCDC 183512: Experimental Crystal Structure Determination

description: Related Article: J.M.Clemente-Juan, C.Mackiewicz, M.Verelst, F.Dahan, A.Bousseksou, Y.Sanakis, J.-P.Tuchagues|2002|Inorg.Chem.|41|1478|doi:10.1021/ic010787+
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/cc5s76c
title: CCDC 172242: Experimental Crystal Structure Determination

description: Related Article: M.Schiefer, H.Hatop, H.W.Roesky, H.-G.Schmidt, M.Noltemeyer|2002|Organometallics|21|1300|doi:10.1021/om010690v
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/cc64z8k
title: CCDC 183528: Experimental Crystal Structure Determination

description: Related Article: R.Dinda, P.Sengupta, S.Ghosh, T.C.W.Mak|2002|Inorg.Chem.|41|1684|doi:10.1021/ic010865t
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/cc5grdr
title: CCDC 163134: Experimental Crystal Structure Determination

description: Related Article: M.Schiefer, H.Hatop, H.W.Roesky, H.-G.Schmidt, M.Noltemeyer|2002|Organometallics|21|1300|doi:10.1021/om010690v
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.qaegf9
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptopteris ×intermedia (B.S.Williams ex T.Moore) Gower"
 ]
}

 The dataset includes 57 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093769-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15005300
title: Re-defined Event-based Dataset of Assembly Tasks (REDAT24)

description: Description:

The Re-defined Event-based Dataset of Assembly Tasks (REDAT24), features four representative assembly primitive actions, idle, pick, place, and screw. These actions are performed on objects from the open-source benchmark CT-Benchmark. 

REDAT24 has been recorded to investigate how modifying the definition of movements affect classification of movement primitives of the Event-based Dataset of Assembly Tasks (EDAT24). The EDAT24 includes some transitions considered as parts of the primitive actions, e.g. the approach of the hand to the object before a screw. However, other transitions are not represented: the transition from place or screw to idle are not accounted for. 

Available Data:

The REDAT24 dataset features approximately 50 videos per class recorded with the DAVIS240C event camera, excluding transitions entirely from the gesture definitions. Gesture definitions have been redefined to ensure that each action is independent, with no overlap into subsequent actions, thereby creating clear boundaries between distinct gestures. The event camera captured events and APS frames simultaneously with a resolution of 240 pixels × 180 pixels.

The videos last around 2 seconds each, although static gestures like idle and screw tend to be longer than dynamic gestures such as pick and place. Event data is available in the original recorded format, .aedat (AEDAT 2.0), and is accompanied with a .csv file containing the timestamps with the start and end time of the recording, and with a .npy file which contains the information from the events (coordinates x and y, timestamp and polarity).

The videos are labelled using the format primitive/task_nSample.aedat, where:



primitive corresponds to the various primitive tasks (idle, pick, place, and screw)

task corresponds to the name of the part of the CT-Benchmark the user is interacting with.

nSample corresponds to the sample number for each task.


The Python code used to record, timestamp and convert into .npy is available at here.

Note: REDAT24 was captured by a different user than in EDAT24
DOI: 10.5281/zenodo.15005301
title: Re-defined Event-based Dataset of Assembly Tasks (REDAT24)

description: Description:

The Re-defined Event-based Dataset of Assembly Tasks (REDAT24), features four representative assembly primitive actions, idle, pick, place, and screw. These actions are performed on objects from the open-source benchmark CT-Benchmark. 

REDAT24 has been recorded to investigate how modifying the definition of movements affect classification of movement primitives of the Event-based Dataset of Assembly Tasks (EDAT24). The EDAT24 includes some transitions considered as parts of the primitive actions, e.g. the approach of the hand to the object before a screw. However, other transitions are not represented: the transition from place or screw to idle are not accounted for. 

Available Data:

The REDAT24 dataset features approximately 50 videos per class recorded with the DAVIS240C event camera, excluding transitions entirely from the gesture definitions. Gesture definitions have been redefined to ensure that each action is independent, with no overlap into subsequent actions, thereby creating clear boundaries between distinct gestures. The event camera captured events and APS frames simultaneously with a resolution of 240 pixels × 180 pixels.

The videos last around 2 seconds each, although static gestures like idle and screw tend to be longer than dynamic gestures such as pick and place. Event data is available in the original recorded format, .aedat (AEDAT 2.0), and is accompanied with a .csv file containing the timestamps with the start and end time of the recording, and with a .npy file which contains the information from the events (coordinates x and y, timestamp and polarity).

The videos are labelled using the format primitive/task_nSample.aedat, where:



primitive corresponds to the various primitive tasks (idle, pick, place, and screw)

task corresponds to the name of the part of the CT-Benchmark the user is interacting with.

nSample corresponds to the sample number for each task.


The Python code used to record, timestamp and convert into .npy is available at here.

Note: REDAT24 was captured by a different user than in EDAT24
DOI: 10.57780/cr2-258efb8
title: HIGHWAY_Cryo_L2_SIR_IOPM_2

description: CryoSat-2 Intermediate L2 LRM Ocean Product in cloud-native data format
DOI: 10.15468/dl.jt2nmu
title: Occurrence Download

description: A dataset containing 1438 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((72.99125 19.10802, 72.99375 19.1029, 72.99779 19.09876, 73.00297 19.09601, 73.0088 19.09491, 73.01469 19.09558, 73.01678 19.09614, 73.02211 19.09846, 73.02644 19.10221, 73.02936 19.10704, 73.0306 19.11248, 73.03003 19.11802, 73.02984 19.1187, 73.02776 19.12346, 73.02435 19.12746, 73.01988 19.13039, 73.01473 19.132, 73.01416 19.13209, 73.00726 19.13204, 73.00562 19.13174, 72.99974 19.12966, 72.9949 19.12587, 72.99161 19.12079, 72.99024 19.11498, 72.99094 19.10905, 72.99125 19.10802))"
 ]
}

 The dataset includes 1438 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015414-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7625961
title: Dataset of Manufacturing Tasks - DMT22

description: Description: The dataset of manufacturing tasks (DMT22), features five representative assembly primitive actions (PickUp, Place, Screw, Idle and Hold), collected from 5 different subjects featuring 3 different objects, a Wii remote, a hard disk drive, and an electric screwdriver.


Available Data: The DMT22 dataset contains recorded data from an event camera (DAVIS 240C), a depth camera (Intel RealSense D435) and a magnetic tracking system (Polhemus Liberty).



	
The event camera captured events and APS frames with a resolution of 240 pixels × 180 pixels. DAVIS APS data are captured at 30 fps (frames per second). Event data is available in the original recorded format, .aedat, together with a .txt file containing label and its corresponding timestamp range, and a .mat file which contains the information from the events (coordinates x and y, timestamp and polarity).
	
The electromagnetic tracker was used to capture pose data, at 20 Hz, from a sensor attached to the subject’s
	wrist. The data is available in .mat format. It contains 6DOF data (position and orientation) followed by the timestamp of measured data (relative to the start of the recording).
	
RGB-D camera data is available, at 30fps, in the original recorded format, .bag.



The dataset features a total of 72 recordings: 4 right-handed subjects × 3 tasks × 4 performances + 1 left-handed subject × 2 configurations (left and right) × 3 tasks × 4 performances. Each task recording lasts approximately 25 seconds.
DOI: 10.5281/zenodo.7625962
title: Dataset of Manufacturing Tasks - DMT22

description: Description: The dataset of manufacturing tasks (DMT22), features five representative assembly primitive actions (PickUp, Place, Screw, Idle and Hold), collected from 5 different subjects featuring 3 different objects, a Wii remote, a hard disk drive, and an electric screwdriver.


Available Data: The DMT22 dataset contains recorded data from an event camera (DAVIS 240C), a depth camera (Intel RealSense D435) and a magnetic tracking system (Polhemus Liberty).



	
The event camera captured events and APS frames with a resolution of 240 pixels × 180 pixels. DAVIS APS data are captured at 30 fps (frames per second). Event data is available in the original recorded format, .aedat, together with a .txt file containing label and its corresponding timestamp range, and a .mat file which contains the information from the events (coordinates x and y, timestamp and polarity).
	
The electromagnetic tracker was used to capture pose data, at 20 Hz, from a sensor attached to the subject’s
	wrist. The data is available in .mat format. It contains 6DOF data (position and orientation) followed by the timestamp of measured data (relative to the start of the recording).
	
RGB-D camera data is available, at 30fps, in the original recorded format, .bag.



The dataset features a total of 72 recordings: 4 right-handed subjects × 3 tasks × 4 performances + 1 left-handed subject × 2 configurations (left and right) × 3 tasks × 4 performances. Each task recording lasts approximately 25 seconds.
DOI: 10.15468/dl.jxrmt2
title: Occurrence Download

description: A dataset containing 25310031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dacrymyces minor Peck, Trachys minutus (Linnaeus, 1758), Neocamarographium carpini (Melnik, Crous & Verkley) Crous, Melanomma pulvis-pyrius (Pers.) Fuckel, Melanconis chrysostroma (Fr.) Tul. & C.Tul., Corynespora smithii (Berk. & Broome) M.B.Ellis, Hymenoscyphus fructigenus (Bull.) Gray, Chaetosphaeria pulviscula (Curr.) C.Booth, Stilbospora macrosperma Pers., Xylohypha ferruginosa (Corda) S.Hughes, Melanconis spodiaea Tul. & C.Tul., Phaeohelotium subcarneum (Schumach.) Dennis, Pilidium acerinum (Alb. & Schwein.) Kunze, Trachodes hispidus (C.Linnaeus, 1758), Podoscypha multizonata (Berk. & Broome) Pat., Phylloporia ribis (Schumach.) Ryvarden, Macaca arctoides (I.Geoffroy Saint-Hilaire, 1831), Pulvinariella mesembryanthemi (Vallot, 1829), Diversinervus cervantesi (Girault, 1933), Melitaea aetherie Hübner, Lycia zonaria (Denis & Schiffermüller), 1775, Condica conducta Walker, 1857, Chamaesphecia proximata (Staudinger, 1892), Cochylimorpha straminea (Haworth, 1811), Thysanoplusia orichalcea (Fabricius, 1775), Norbanus laevis (Boucek, 1969), Ooencyrtus guamensis Fullaway, 1946, Sycophila submutica (Thomson, 1876), Puccinia carthami Corda, Depressaria cinereocostella Clemens, 1863, Orthops kalmii (Linnaeus, 1758), Depressaria apiella Hübner, 1801, Acrobasis angusella Grote, 1880, Argyrotaenia juglandana (Fernald, 1879), Erythridula ampla (Knull, 1951), Erythridula eluta (McAtee, 1920), Helonica excelsa Fairmaire, Graphocephala constricta Hamilton, 1985, Acrobasis caryivorella Ragonot, 1887, Agrilus otiosus Say, 1833, Carynota mera Say, Cameraria caryaefoliella (Clemens, 1859), Corvus brachyrhynchos C.L.Brehm, 1822, Achrysocharoides cariocus (Miller, 1962), Strymon caryaevorus McDunnough, 1942, Passalora effusa (Berk. & M.A.Curtis) U.Braun, Biston betularia cognataria (Guenée), Diaspidiotus ancylus (Putnam, 1878), Macrodactylus uniformis Horn, 1876, Campephilus principalis (Linnaeus, 1758))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 25310031 records from 1068 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015411-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15495899
title: Structured Parliamentary Discourse Dataset from the Spanish Congreso de los Diputados (2003, 2013, 2023)

description: This dataset contains a structured and speaker-linked record of parliamentary discourse from the Congreso de los Diputados for the years 2003, 2013, and 2023. Each intervention has been segmented from full session transcripts and precisely matched to the speaker who delivered it, using a combination of metadata fields such as surnames, gender, and legislative term. The database includes session-level metadata, individual interventions, and speaker profiles contextualized by political group, role, and constituency. Developed as part of a final undergraduate research project, this resource enables fine-grained, speaker-specific analysis of institutional language and is intended for research in political science, digital humanities, and computational linguistics.
DOI: 10.5281/zenodo.15495900
title: Structured Parliamentary Discourse Dataset from the Spanish Congreso de los Diputados (2003, 2013, 2023)

description: This dataset contains a structured and speaker-linked record of parliamentary discourse from the Congreso de los Diputados for the years 2003, 2013, and 2023. Each intervention has been segmented from full session transcripts and precisely matched to the speaker who delivered it, using a combination of metadata fields such as surnames, gender, and legislative term. The database includes session-level metadata, individual interventions, and speaker profiles contextualized by political group, role, and constituency. Developed as part of a final undergraduate research project, this resource enables fine-grained, speaker-specific analysis of institutional language and is intended for research in political science, digital humanities, and computational linguistics.
DOI: 10.15468/dl.vtn6f9
title: Occurrence Download

description: A dataset containing 32735 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((72.86543 19.18295, 72.86461 19.17856, 72.86494 19.1741, 72.86517 19.17299, 72.86709 19.16791, 72.87051 19.16359, 72.87511 19.16043, 72.8805 19.1587, 72.88618 19.15856, 72.89165 19.16003, 72.89247 19.16038, 72.89789 19.16388, 72.90173 19.16893, 72.90354 19.17492, 72.9031 19.18113, 72.90283 19.18218, 72.90071 19.18712, 72.89716 19.19125, 72.8925 19.19421, 72.88713 19.19576, 72.88648 19.19585, 72.88111 19.19587, 72.87596 19.19447, 72.87142 19.19175, 72.86786 19.18794, 72.86556 19.18333, 72.86543 19.18295))"
 ]
}

 The dataset includes 32735 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015415-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.feqjg6
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus acetosella Welw. ex Ficalho",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 302 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015416-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57780/cr2-248ebb8
title: HIGHWAY_Cryo_L2_SIR_IOP_2_

description: CryoSat-2 Intermediate L2 Pole-to-Pole Ocean Product in cloud-native data format
DOI: 10.5281/zenodo.14892196
title: RareFold

description: All compressions are made with zstd here. You can get it here (and it's amazing - thank me later): https://github.com/facebook/zstd

 

params20000.npy - parameters for RareFold single-chain protein structure prediction

finetuned_params25000.npy - parameters for RareFold peptide binder design

1ssc.tar.zst - design results for PDB ID 1ssc

val.tar.zst - validation results

test.tar.zst - RareFold test set predictions (The same data AF3 is/can be evaluated on)

af3.tar.zst - AF3 predictions

native_valid_structures.tar.zst - native validation structures from the PDB
DOI: 10.5281/zenodo.15496085
title: Transposable elements create distinct genomic niches for effector evolution among Magnaporthe oryzae lineages

description: Draft genome assemblies: De novo draft assemblies were generated using the software SPAdes v3.15.5 (Bankevich et al., 2012) with the “careful” method and automated k-mer selection. Assemblies are identified by their NCBI SRA accession ID.

Abstract: Plant-pathogen interactions are characterized by evolutionary arms races. At the molecular level, fungal effectors can target important plant functions, while plants evolve to improve effector recognition. Rapid evolution in genes encoding effectors can be facilitated by transposable elements (TEs). In Magnaporthe oryzae, the causal agent of blast disease in several cereals and grasses, TEs play important roles in chromosomal evolution as well as the gain or loss of effector genes in host specialized lineages. However, a global understanding of TE dynamics driving effector evolution at population scale and across lineages is lacking. Here, we focus on 16 AVR effector loci assessed across a global sampling of 11 reference genomes and 447 newly generated draft genome assemblies across all major M. oryzae lineages and outgroups. We classified each effector based on evidence for duplication, deletion and translocation processes among M. oryzae lineages. Next, we determined AVR gain and loss dynamics across lineages allowing for a broad categorization of effector dynamics. Each AVR was integrated in a distinct genomic niche determined by the TE activity profile contributing to the diversification at the locus. We quantified TE contributions to effector niches and found that TE identity helped diversify AVR loci. We used the large genomic dataset to recapitulate the evolution of the rice blast AVR1-CO39 locus. Taken together, our work demonstrates how TE dynamics are an integral component of M. oryzae effector evolution, likely facilitating escape from host recognition. In-depth tracking of effector loci is a valuable tool to predict the durability of host resistance.
DOI: 10.5281/zenodo.15495176
title: Adaptive GUI Customizations to Enhance User Experience: Experimental Data
DOI: 10.34740/kaggle/dsv/11920844
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15496003
title: Supplementary Materials for Pretzsch et al., "Evaluating analytic strategies to obtain high-resolution, vertex-level measures of cortical neuroanatomy in children in low- and middle-income countries."

description: Supplementary materials to Pretzsch et al. (2025, Communications Biology), Evaluating analytic strategies to obtain high-resolution, vertex-level measures of cortical neuroanatomy in children in low- and middle-income countries.

Folder contains a shiny application to explore results interactively (run in R by navigating into the folder containing the shiny app and typing >shiny::runApp("app.R").

See article for funding and acknowledgments.
DOI: 10.5281/zenodo.15496004
title: Supplementary Materials for Pretzsch et al., "Evaluating analytic strategies to obtain high-resolution, vertex-level measures of cortical neuroanatomy in children in low- and middle-income countries."

description: Supplementary materials to Pretzsch et al. (2025, Communications Biology), Evaluating analytic strategies to obtain high-resolution, vertex-level measures of cortical neuroanatomy in children in low- and middle-income countries.

Folder contains a shiny application to explore results interactively (run in R by navigating into the folder containing the shiny app and typing >shiny::runApp("app.R").

See article for funding and acknowledgments.
DOI: 10.15468/dl.4qj8pz
title: Occurrence Download

description: A dataset listing the 14589 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 1980-2022"
 ]
}

 The dataset's 14589 records were derived from 12941 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015422-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ff2meg
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Muhlenbergia bushii R.W.Pohl)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 178 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067002-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.