cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.92bngq
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Issue is one of (Continent derived from coordinates, Continent invalid, Coordinate reprojected, Coordinate rounded, Depth min max swapped, Country derived from coordinates, Depth non numeric, Depth not metric, Depth unlikely, Elevation min max swapped, Elevation non numeric, Elevation not metric, Elevation unlikely, Identified date invalid, Identified date unlikely, Modified date invalid, Modified date unlikely, Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Occurrence status inferred from individual count, Georeferenced date unlikely, Georeferenced date invalid, ccurrence status inferred from basis of record)",
 "TaxonKey is Eragrostis sarmentosa (Thunb.) Trin.",
 "Continent is Africa"
 ]
}

 The dataset includes 120 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041117-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3davss
title: Occurrence Download

description: A dataset containing 568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Operophtera brumata (Linnaeus, 1758)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 568 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041116-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z9egsm
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eumelea atomata Warren, 1896"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041118-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tr8vy2
title: Occurrence Download

description: A dataset containing 11234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Caryocar L."
 ]
}

 The dataset includes 11234 records from 320 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041119-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kpbxte
title: Occurrence Download

description: A dataset containing 1095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nereiphylla lutea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1095 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037018-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcmx35
title: Occurrence Download

description: A dataset containing 641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((91.26598 12.91532,167.65397 12.91532,167.65397 43.45667,91.26598 43.45667,91.26598 12.91532))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bletilla striata"
 ]
}

 The dataset includes 641 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037017-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcn49w
title: Occurrence Download

description: A dataset containing 1203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-100.0",
 "Country is Italy",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Natrix helvetica"
 ]
}

 The dataset includes 1203 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037019-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3svehs
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens gardneriana"
 ]
}

 The dataset includes 44 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037020-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u2uu3t
title: Occurrence Download

description: A dataset containing 54442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((4.3943 43.84346,4.40408 43.83694,4.4431 43.82074,4.49335 43.82074,4.5164 43.83012,4.53295 43.85698,4.53414 43.87872,4.52024 43.90392,4.50281 43.91748,4.4567 43.92174,4.4209 43.91803,4.39371 43.88651,4.3943 43.84346))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 54442 records from 428 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036947-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10718757
title: PAN24 Voight-Kampff Generative AI Authorship Verification

description: This is the dataset for the shared task on Voight-Kampff Generative AI Authorship Verification PAN@CLEF2024. Please consult the task's page for further details on the format, the dataset's creation, and links to baselines and utility code.

Task

With Large Language Models (LLMs) improving at breakneck speed and seeing more widespread adoption every day, it is getting increasingly hard to discern whether a given text was authored by a human being or a machine. Many classification approaches have been devised to help humans distinguish between human- and machine-authored text, though often without questioning the fundamental and inherent feasibility of the task itself.

With years of experience in a related but much broader field—authorship verification—, we set out to answer whether this task can be solved. We start with the simplest arrangement of a suitable task setup: Given two texts, one authored by a human, one by a machine: pick out the human.

The Generative AI Authorship Verification Task @ PAN is organized in collaboration with the Voight-Kampff Task @ ELOQUENT Lab in a builder-breaker style. PAN participants will build systems to tell human and machine apart, while ELOQUENT participants will investigate novel text generation and obfuscation methods for avoiding detection.
DOI: 10.5281/zenodo.10718756
title: PAN24 Voight-Kampff Generative AI Authorship Verification

description: This is the dataset for the shared task on Voight-Kampff Generative AI Authorship Verification PAN@CLEF2024. Please consult the task's page for further details on the format, the dataset's creation, and links to baselines and utility code.

Task

With Large Language Models (LLMs) improving at breakneck speed and seeing more widespread adoption every day, it is getting increasingly hard to discern whether a given text was authored by a human being or a machine. Many classification approaches have been devised to help humans distinguish between human- and machine-authored text, though often without questioning the fundamental and inherent feasibility of the task itself.

With years of experience in a related but much broader field—authorship verification—, we set out to answer whether this task can be solved. We start with the simplest arrangement of a suitable task setup: Given two texts, one authored by a human, one by a machine: pick out the human.

The Generative AI Authorship Verification Task @ PAN is organized in collaboration with the Voight-Kampff Task @ ELOQUENT Lab in a builder-breaker style. PAN participants will build systems to tell human and machine apart, while ELOQUENT participants will investigate novel text generation and obfuscation methods for avoiding detection.
DOI: 10.15468/dl.966edu
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apodemus peninsulae, Arctictis binturong, Arctogalidia trivirgata, Arctonyx albogularis, Arctonyx collaris, Arielulus circumdatus, Arielulus societatis, Aselliscus dongbacanus, Aselliscus stoliczkanus, Atherurus macrourus, Axis axis, Balionycteris maculata, Balionycteris seimundi, Bandicota bengalensis, Bandicota indica, Bandicota savilei, Barbastella darjelingensis, Barbastella leucomelas, Belomys pearsonii, Berylmys berdmorei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "Year is less than or equal to 1969"
 ]
}

 The dataset includes 198 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037022-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5x4j7c
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nereiphylla paretti",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 246 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037023-251120083545085/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.cc2m9gr5
title: CCDC 2422177: Experimental Crystal Structure Determination

description: Related Article: Biqin Wang, Xiaohan Yang, Yongsheng Hu, Yahong Li|2026|J.Mol.Struct.|1353||doi:10.1016/j.molstruc.2025.144658
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.cc2m9gs6
title: CCDC 2422178: Experimental Crystal Structure Determination

description: Related Article: Biqin Wang, Xiaohan Yang, Yongsheng Hu, Yahong Li|2026|J.Mol.Struct.|1353||doi:10.1016/j.molstruc.2025.144658
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.cc2m9gt7
title: CCDC 2422179: Experimental Crystal Structure Determination

description: Related Article: Biqin Wang, Xiaohan Yang, Yongsheng Hu, Yahong Li|2026|J.Mol.Struct.|1353||doi:10.1016/j.molstruc.2025.144658
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.cc2m9gxb
title: CCDC 2422182: Experimental Crystal Structure Determination

description: Related Article: Haripriya Balan, Gopika Sadasivan, Elizabeth Paul, Kana M. Sureshan|2025|Angew.Chem.,Int.Ed.|64|e202506699|doi:10.1002/anie.202506699
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.cc2m9kn5
title: CCDC 2422267: Experimental Crystal Structure Determination

description: Related Article: Sirine Salhi, Dorra Kanzari-Mnallah, Isabelle Jourdain, Michael Knorr, Jan-Lukas Kirchhoff, Carsten Strohmann, Youssef Arfaoui, Mohamed Lotfi Efrit, Hedi M’rabet, Azaiez Ben Akacha|2026|J.Mol.Struct.|1353||doi:10.1016/j.molstruc.2025.144576
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.cc2m9kxf
title: CCDC 2422275: Experimental Crystal Structure Determination

description: Related Article: Sirine Salhi, Dorra Kanzari-Mnallah, Isabelle Jourdain, Michael Knorr, Jan-Lukas Kirchhoff, Carsten Strohmann, Youssef Arfaoui, Mohamed Lotfi Efrit, Hedi M’rabet, Azaiez Ben Akacha|2026|J.Mol.Struct.|1353||doi:10.1016/j.molstruc.2025.144576
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.cc2mb6ck
title: CCDC 2422878: Experimental Crystal Structure Determination

description: Related Article: Shuoshuo Zhang, Shuoshuo Zhang, Zhifang Yang, Haofeng Shi, Xuemin Li, Hui Zhao, Yunfei Du|2025|JACS Au|||doi:10.1021/jacsau.5c01224
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.cc2mb6dl
title: CCDC 2422879: Experimental Crystal Structure Determination

description: Related Article: Shuoshuo Zhang, Shuoshuo Zhang, Zhifang Yang, Haofeng Shi, Xuemin Li, Hui Zhao, Yunfei Du|2025|JACS Au|||doi:10.1021/jacsau.5c01224
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.cc2mcm8x
title: CCDC 2424239: Experimental Crystal Structure Determination

description: Related Article: Zhi-Peng Shi, Zi-Han Lin, Ye-Xuan Xu, Long-Fei Fan, Pu-Sheng Wang, Xin Hong, Liu-Zhu Gong|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c13527
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.cc2mcml7
title: CCDC 2424249: Experimental Crystal Structure Determination

description: Related Article: Zhi-Peng Shi, Zi-Han Lin, Ye-Xuan Xu, Long-Fei Fan, Pu-Sheng Wang, Xin Hong, Liu-Zhu Gong|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c13527
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.cc2mcmpb
title: CCDC 2424252: Experimental Crystal Structure Determination

description: Related Article: Zhi-Peng Shi, Zi-Han Lin, Ye-Xuan Xu, Long-Fei Fan, Pu-Sheng Wang, Xin Hong, Liu-Zhu Gong|2025|J.Am.Chem.Soc.|||doi:10.1021/jacs.5c13527
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.cc2md1sw
title: CCDC 2424658: Experimental Crystal Structure Determination

description: Related Article: Dongliang Shi, Xianming Zhang, Siye Wu, Luyao Wei, Kai Li, Keith Man-Chung Wong|2025|Inorg.Chem.|64|20229|doi:10.1021/acs.inorgchem.5c03280
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.cc2mpr36
title: CCDC 2433968: Experimental Crystal Structure Determination

description: Related Article: Xuebin Jiang, Qiuting Zhao, Gao-Xiang Wang, Wenguang Wang, Shengfa Ye|2025|Z.Anorg.Allg.Chem.|651|e202500067|doi:10.1002/zaac.202500067
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.cc2n2bkn
title: CCDC 2445111: Experimental Crystal Structure Determination

description: Related Article: Daniele C. Durigon, Ronny R. Ribeiro, Olivia Espindola-Moreno, Ignacio E. León, Giordano Poneti, Adailton J. Bortoluzzi, Rosely A. Peralta|2025|Dalton Trans.|54|17495|doi:10.1039/d5dt01324k
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.cc2n2blp
title: CCDC 2445112: Experimental Crystal Structure Determination

description: Related Article: Daniele C. Durigon, Ronny R. Ribeiro, Olivia Espindola-Moreno, Ignacio E. León, Giordano Poneti, Adailton J. Bortoluzzi, Rosely A. Peralta|2025|Dalton Trans.|54|17495|doi:10.1039/d5dt01324k
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.cc2n2bmq
title: CCDC 2445113: Experimental Crystal Structure Determination

description: Related Article: Daniele C. Durigon, Ronny R. Ribeiro, Olivia Espindola-Moreno, Ignacio E. León, Giordano Poneti, Adailton J. Bortoluzzi, Rosely A. Peralta|2025|Dalton Trans.|54|17495|doi:10.1039/d5dt01324k
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.cc2n2bnr
title: CCDC 2445114: Experimental Crystal Structure Determination

description: Related Article: Daniele C. Durigon, Ronny R. Ribeiro, Olivia Espindola-Moreno, Ignacio E. León, Giordano Poneti, Adailton J. Bortoluzzi, Rosely A. Peralta|2025|Dalton Trans.|54|17495|doi:10.1039/d5dt01324k
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.cc2n2bps
title: CCDC 2445115: Experimental Crystal Structure Determination

description: Related Article: Daniele C. Durigon, Ronny R. Ribeiro, Olivia Espindola-Moreno, Ignacio E. León, Giordano Poneti, Adailton J. Bortoluzzi, Rosely A. Peralta|2025|Dalton Trans.|54|17495|doi:10.1039/d5dt01324k
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: 10.5281/zenodo.17727110
title: geo_tiny

description: GEO dataset with 700k samples, subsetted to 350k samples. Annotated with natural language descriptions obtained in CellWhisperer Study.

## Processed AnnData Objects

This deposit contains processed AnnData objects (single-cell genomics data) that were processed using the `adata_hf_datasets` Python package. The files are in HDF5 (.h5ad) or Zarr format and contain preprocessed gene expression data along with computed embeddings.

### Available Embeddings (.obsm layers)

The AnnData objects contain the following embedding layers: `X_pca`, `X_scvi_fm`, `X_gs10k`, `X_geneformer`, `X_geneformer-v1`.

## Related Resources

- **HuggingFace Dataset**: [jo-mengr/geo_tiny](https://huggingface.co/datasets/jo-mengr/geo_tiny)- **Raw Data Source**: [Download](https://medical-epigenomics.org/papers/schaefer2024/data/datasets/archs4_geo/full_data.h5ad)

## Package Information

These files were processed using the `adata_hf_datasets` package. For more information about the processing pipeline, please refer to the associated HuggingFace dataset repository.