cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fq2qjj
title: Occurrence Download

description: A dataset containing 446283 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Calliteara pudibunda Linnaeus, 1758, Campaea margaritaria (Linnaeus, 1761), Xestia c-nigrum (Linnaeus, 1758))"
 ]
}

 The dataset includes 446283 records from 640 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000833-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-32171
title: Card files (closed) M-Z claims (GX 16697 - GX 17032), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.sufjzu
title: Occurrence Download

description: A dataset containing 23647 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arachis hypogaea L."
 ]
}

 The dataset includes 23647 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002117-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cxtxe
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aloinopsis malherbei (L.Bolus) L.Bolus"
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026694-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-38778
title: Card files (closed). A-L claims (GX 16283 - GX 16696), 1989

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1989. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.w7khyy
title: Occurrence Download

description: A dataset containing 509661 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Senecio vulgaris L.)"
 ]
}

 The dataset includes 509661 records from 2846 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001552-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dq2ks3
title: Occurrence Download

description: A dataset containing 13271146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Fagales"
 ]
}

 The dataset includes 13271146 records from 6800 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009814-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/d3cjcpjkwv.1
title: Geochemical Dataset of Granitoids from the Kattangur–Nakrekal and Narketpally Areas, Nalgonda District, Telangana State India

description: Major Element Composition of Granitoids from the Kattangur–Nakrekal and Narketpally Areas
DOI: 10.5517/cc1j2h25
title: CCDC 1402566: Experimental Crystal Structure Determination

description: Related Article: Zhuo Shang, Li Li, Breno P. Espósito, Angela A. Salim, Zeinab G. Khalil, Michelle Quezada, Paul V. Bernhardt, Robert J. Capon|2015|Org.Biomol.Chem.|13|7795|doi:10.1039/C5OB01058F
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/cc1j56lh
title: CCDC 1405186: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc1j56mj
title: CCDC 1405187: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc1j56nk
title: CCDC 1405188: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc1j56pl
title: CCDC 1405189: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc1j56qm
title: CCDC 1405190: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc1j56rn
title: CCDC 1405191: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc1j56sp
title: CCDC 1405192: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc1j56tq
title: CCDC 1405193: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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: 10.17632/zs2mbjv7dn.2
title: Biased sampling confounds machine learning prediction of antimicrobial resistance

description: Antimicrobial resistance (AMR) poses a growing threat to human health. Increasingly, genome sequencing is being applied for surveillance of bacterial pathogens, producing a wealth of data to train machine learning (ML) applications to predict AMR and identify resistance determinants. However, bacterial populations are highly structured and sampling is biased towards human disease isolates, meaning samples and derived features are not independent. This is rarely considered in applications of ML to AMR. Here, we demonstrate the confounding effects of sample structure by collecting over 24,000 whole genome sequences and AMR phenotypes from five diverse pathogens and constructing realistic pathological training data where resistance is confounded with phylogeny. We show resulting ML models perform poorly, and increasing the training sample size fails to rescue performance. A comprehensive analysis of 6,740 models identifies species- and drug-specific effects on model accuracy. We provide concrete recommendations for evaluating future ML approaches to AMR.
DOI: 10.5517/cc1j56vr
title: CCDC 1405194: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc1j56ws
title: CCDC 1405195: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc14kdps
title: CCDC 1059415: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc1j56xt
title: CCDC 1405196: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc14kdqt
title: CCDC 1059416: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc14kdsw
title: CCDC 1059418: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc14kdtx
title: CCDC 1059419: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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: 10.17632/bb844rcjx5
title: Synthetic Dermatology Dataset for Racial Bias Mitigation in Tumor Classification

description: The Synthetic Dermatology Dataset is a two-part collection created through generative image translation designed to facilitate the development of fair and robust skin disease classification models across the full spectrum of Fitzpatrick Skin Types (FST). This dataset was created for the data augmentation study in our paper, which explores the use of this synthetic data approach to mitigate racial bias in AI-assisted dermatologic diagnosis.

Dataset Composition (Total 6,000 Images)
- The dataset consists of two complementary subsets, derived from 3,000 manually-filtered clinical images:

3,000 Original Images (Simulated FST I–II):
- Sourced from the publicly available SD-260 dataset (http://doi.org/10.1109/TNNLS.2019.2917524)
- Manually filtered by a board-certified dermatologist to include only high-quality clinical photographs visually consistent with light skin tones (FST I–II).

3,000 Synthetic Images (Simulated FST V–VI):
- Generated as synthetic counterparts of the original 3,000 images, translated to simulate darker skin tones (FST V–VI).
- The translation was performed using the high-performing I²SB-based translation model (https://doi.org/10.48550/arXiv.2302.05872).

Skin Lesion Content
- The images are organized for binary classification of tumorous skin diseases (Benign vs. Malignant). 
- The Benign category includes 2,004 samples, consisting of Nevus (NV) with 926 samples and Seborrheic Keratosis (SK) with 1,078 samples. 
- The Malignant category includes 996 samples, composed of Basal Cell Carcinoma (BCC) with 395 samples, Squamous Cell Carcinoma (SCC) with 289 samples, and Malignant Melanoma (MM) with 312 samples.
DOI: 10.5517/cc14kdvy
title: CCDC 1059420: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc14kdwz
title: CCDC 1059421: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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: 10.17632/bb844rcjx5.1
title: Synthetic Dermatology Dataset for Racial Bias Mitigation in Tumor Classification

description: The Synthetic Dermatology Dataset is a two-part collection created through generative image translation designed to facilitate the development of fair and robust skin disease classification models across the full spectrum of Fitzpatrick Skin Types (FST). This dataset was created for the data augmentation study in our paper, which explores the use of this synthetic data approach to mitigate racial bias in AI-assisted dermatologic diagnosis.

Dataset Composition (Total 6,000 Images)
- The dataset consists of two complementary subsets, derived from 3,000 manually-filtered clinical images:

3,000 Original Images (Simulated FST I–II):
- Sourced from the publicly available SD-260 dataset (http://doi.org/10.1109/TNNLS.2019.2917524)
- Manually filtered by a board-certified dermatologist to include only high-quality clinical photographs visually consistent with light skin tones (FST I–II).

3,000 Synthetic Images (Simulated FST V–VI):
- Generated as synthetic counterparts of the original 3,000 images, translated to simulate darker skin tones (FST V–VI).
- The translation was performed using the high-performing I²SB-based translation model (https://doi.org/10.48550/arXiv.2302.05872).

Skin Lesion Content
- The images are organized for binary classification of tumorous skin diseases (Benign vs. Malignant). 
- The Benign category includes 2,004 samples, consisting of Nevus (NV) with 926 samples and Seborrheic Keratosis (SK) with 1,078 samples. 
- The Malignant category includes 996 samples, composed of Basal Cell Carcinoma (BCC) with 395 samples, Squamous Cell Carcinoma (SCC) with 289 samples, and Malignant Melanoma (MM) with 312 samples.
DOI: 10.5517/cc14kdx0
title: CCDC 1059422: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc14kdy1
title: CCDC 1059423: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc14kdz2
title: CCDC 1059424: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc14kf04
title: CCDC 1059425: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc14kf15
title: CCDC 1059426: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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/cc14kf26
title: CCDC 1059427: Experimental Crystal Structure Determination

description: Related Article: C.B. Aakeröy, C.L. Spartz, S. Dembowski, S. Dwyre, J. Desper|2015|IUCrJ|2|498|doi:10.1107/S2052252515010854
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.