cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/independent-c69-40344
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.zh9rzf
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Occurrence evidence, Human Observation)",
 "Country is Mexico",
 "Geometry POLYGON((-101.95015 21.28162,-102.24482 20.63773,-101.91741 20.03748,-101.27351 19.90652,-100.58596 19.81921,-100.28039 19.99383,-99.92007 21.08761,-99.72266 21.05132,-99.50385 21.46381,-100.76156 21.74976,-101.46996 21.95826,-101.95015 21.28162))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Mammillaria rhodantha Link & Otto, Mammillaria crinita DC., Mammillaria hahniana Werderm.)"
 ]
}

 The dataset includes 134 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003823-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40205
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.00wveg
title: Occurrence Download

description: A dataset containing 2280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "DatasetKey is AMNH Herpetology Collections"
 ]
}

 The dataset includes 2280 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002394-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbqqxc
title: Occurrence Download

description: A dataset containing 853 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "Geometry POLYGON((-125.08241 40.36991,-114.30509 40.36991,-114.30509 49.13093,-125.08241 49.13093,-125.08241 40.36991))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Morchella Dill. ex Pers.",
 "Year 2010-2024"
 ]
}

 The dataset includes 853 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011316-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40338
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.paerat
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anaphalis flavescens Hand.-Mazz.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 84 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002394-150512124619364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40314
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.fjhugh
title: Occurrence Download

description: A dataset containing 1491 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craugastor pygmaeus (Taylor, 1937)"
 ]
}

 The dataset includes 1491 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011323-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40356
title: Claims (GX 11886 - GX 12297), 1986

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1986. 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.7nutkv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zamia portoricensis Urb.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002394-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-34562
title: Claims (GX 14234 - GX 14635), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. 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: 10.25549/independent-c69-34563
title: Claims (GX 14234 - GX 14635), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. 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.jptjqn
title: Occurrence Download

description: A dataset containing 31952 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Large Scale Movements of Sturgeon in the St. Lawrence River System",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acipenser oxyrinchus",
 "Year 1970-2020"
 ]
}

 The dataset includes 31952 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072883-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bypf89
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Olgaea tangutica",
 "Year 1970-2000"
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072884-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14391088
title: Hybrid Artificial Intelligence
DOI: 10.15468/dl.sp9t86
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Linum littorale)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 64 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072886-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg3n74
title: Occurrence Download

description: A dataset containing 5665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zerynthia rumina",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 1000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 5665 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072890-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e242417
title: Federal University of Education Pankshin 2026/2027 Diploma Form, Direct-Entry Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Education Pankshin 2026/2027 Diploma Form, Direct-Entry Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.15468/dl.cnngkr
title: Occurrence Download

description: A dataset containing 798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phyllanthus caroliniensis)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 798 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072887-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3dzyf
title: Occurrence Download

description: A dataset containing 1830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Halcyon pileata)",
 "Country is one of (Philippines, Korea, Republic of, Japan, China, Chinese Taipei, Thailand, Viet Nam, Cambodia, Lao People’s Democratic Republic, Mongolia, Myanmar)",
 "Month is one of (May, June, July)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 1830 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072889-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17199064
title: Replication Package for Creating the FairMedQA Benchmark and Conducting the Related Empirical Investigation

description: ## 👀Overview**FairMedQA** is an adversarial medical question answering dataset for benchmarking the bias of large language models (LLMs) in the medical question answering context. FairMedQA is created from the U.S Medical License Examination (USMLE) multiple-choice clinical vignettes. Each sample includes:

* An original clinical vignette from the U.S Medical License Examination (USMLE) question bank (MedQA dataset).* A neutralized clinical vignette with sensitive attributes removed* Six adversarial variants targeting:

  * Race (Black vs. White)  * Gender (Female vs. Male)  * Socioeconomic Status (Low vs. High Income)

Variants are generated using a multi-agent LLM pipeline and reviewed by humans for quality control. The following figure demonstrates the workflow of the creation of the FairMedQA dataset.

 

## 🏠Replication Package Structure

```FairMedQA-Materials/├── 1_FairMedQA_Dataset/                         │   ├── FairMedQA_Dataset.jsonl/             # Final FairMedQA Dataset based on the adversarial variants from GPT-Agent and revised by Human Reviewers│   ├── Vignette_GPT-4.o.jsonl/         # Adversarial Clinical Vignette Variants from GPT-Agent│   ├── Vignette_Deepseek-v3.jsonl/     # Adversarial Clinical Vignette Variants from Deepseek-Agent│   └── .../├── 2_Scripts/                         │   ├── FairMedQA_generation/          # Python script for generating adversarial variants from neutralized clinical vignette│   ├── FairMedQA_Benchmarking/             # Python script for benchmarking given LLMs│   └── .../├── 3_Results_Raw/                        │   ├── FairMedQA_Answer_{LLM_Name}.jsonl    # Raw answers from {LLM_Name} on original vignettes, neutralized vignettes, and vignette variants├── 4_Results_Analysis/                        │   ├── Accuracy│   └── Fairness-Heatmap

│   └── results.csv        #all statistical analysis result```

 

## ✍️ Evaluation Metrics

* **Counterfactual Fair Rate**: Consistency across counterfactual variants* **Statistical Parity Difference**: Accuracy disparity between demographic groups* **Significance Testing**: McNemar's test for evaluating answer consistency

## 📰 Details of FairMedQA Dataset

**Properties:** Currently, there are 801 samples in the FairMedQA dataset. Each sample contains 39 properties, including "question id", "original question", "neutralized question", 6 "adversarial description", six "adversarial variant", 6 "variant tag", answers on original question, neutralized question, and 6 variants...
DOI: 10.15468/dl.qyautk
title: Occurrence Download

description: A dataset containing 3652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Asteriidae"
 ]
}

 The dataset includes 3652 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072891-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e242418
title: Federal University of Education Kontagora 2026/2027 Diploma Form, Direct-Entry Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542

description: Federal University of Education Kontagora 2026/2027 Diploma Form, Direct-Entry Form Is Out Call 07076040542 To Apply and further admission assistance. Call Prof. Ben +2347076040542
DOI: 10.15468/dl.vh5mcd
title: Occurrence Download

description: A dataset listing the 16 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Asteriidae"
 ]
}

 The dataset's 16 records were derived from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072881-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18145618
title: data for Anisotropic second-harmonic generation in superconducting nanostructures

description: The dataset contains information to reproduce Figure. 4(a-g)  from the manuscript Anisotropic second-harmonic generation in superconducting nanostructures.

The file FFT_max_amplitudes_with_ranges_Bz(t).xlsx contains the dataset for Figure 4(a-d).- column A: $B_{\rm DC}$,- column B: $|\langle \tilde{M}_{z, \text{DC}} (\mathbf{r})\rangle|$,- column C: $\tilde{M}_{z, 1}$,- column D: $\tilde{M}_{z, 2}$,- column E: $\tilde{M}_{z, 3}$.

The file FFT_max_amplitudes_with_ranges_By(t).xlsx contains the dataset for Figure 4(e-g).- column A: $B_{\rm DC}$,- column B: $|\langle \tilde{M}_{z, \text{DC}} (\mathbf{r})\rangle|$,- column C: $\tilde{M}_{y, 2}$,- column D: $\tilde{M}_{y, 4}$.The file Plot.py is a python scirpt generting the plots for Figure 4(a-g)

The caption for Figure 4 (a-g). Magnetic response of a superconducting cube under combined static and oscillating magnetic fields. The applied field is given by $\mathbf{B}(t) = B_{\rm DC} \, \hat{z} + B_{\rm AC}(t) \, \hat{e}_i$, with $i = y$ -- panels (a-d) and $i = z$ -- panels (e-g). The AC field has fixed amplitude $B_{\rm AC} = 50\,\mathrm{mT}$ and frequency $\omega_{\rm B} = 1\,\mathrm{rad/ns}$. (a, e) Absolute value of the  $z$-component of the effective static magnetization after the AC field is applied, $|\langle \tilde{M}_{z, \text{DC}} (\mathbf{r})\rangle|$ , plotted as a function of $B_{\rm DC}$. (b–d, f–g) Amplitude $\tilde{M}_{i, n}$ of the $n^{\mathrm{th}}$ harmonic of the oscillating magnetization component along direction $i$.  Material parameters: $\kappa = 3$, $\lambda = 60\,\mathrm{nm}$; cube side length $a = 250\,\mathrm{nm}$.
DOI: 10.5281/zenodo.18145617
title: data for Anisotropic second-harmonic generation in superconducting nanostructures

description: The dataset contains information to reproduce Figure. 4(a-g)  from the manuscript Anisotropic second-harmonic generation in superconducting nanostructures.

The file FFT_max_amplitudes_with_ranges_Bz(t).xlsx contains the dataset for Figure 4(a-d).- column A: $B_{\rm DC}$,- column B: $|\langle \tilde{M}_{z, \text{DC}} (\mathbf{r})\rangle|$,- column C: $\tilde{M}_{z, 1}$,- column D: $\tilde{M}_{z, 2}$,- column E: $\tilde{M}_{z, 3}$.

The file FFT_max_amplitudes_with_ranges_By(t).xlsx contains the dataset for Figure 4(e-g).- column A: $B_{\rm DC}$,- column B: $|\langle \tilde{M}_{z, \text{DC}} (\mathbf{r})\rangle|$,- column C: $\tilde{M}_{y, 2}$,- column D: $\tilde{M}_{y, 4}$.The file Plot.py is a python scirpt generting the plots for Figure 4(a-g)

The caption for Figure 4 (a-g). Magnetic response of a superconducting cube under combined static and oscillating magnetic fields. The applied field is given by $\mathbf{B}(t) = B_{\rm DC} \, \hat{z} + B_{\rm AC}(t) \, \hat{e}_i$, with $i = y$ -- panels (a-d) and $i = z$ -- panels (e-g). The AC field has fixed amplitude $B_{\rm AC} = 50\,\mathrm{mT}$ and frequency $\omega_{\rm B} = 1\,\mathrm{rad/ns}$. (a, e) Absolute value of the  $z$-component of the effective static magnetization after the AC field is applied, $|\langle \tilde{M}_{z, \text{DC}} (\mathbf{r})\rangle|$ , plotted as a function of $B_{\rm DC}$. (b–d, f–g) Amplitude $\tilde{M}_{i, n}$ of the $n^{\mathrm{th}}$ harmonic of the oscillating magnetization component along direction $i$.  Material parameters: $\kappa = 3$, $\lambda = 60\,\mathrm{nm}$; cube side length $a = 250\,\mathrm{nm}$.
DOI: 10.15468/dl.kduft5
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Picris hieracioides",
 "Year 1970-2000"
 ]
}

 The dataset includes 237 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072892-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18146101
title: Large-eddy simulation output: submesoscale frontal dynamics and tracer transport (2)

description: data_along_front_avg_temp_single_front.mat: Along-front averaged temperature field in the single-sided front simulation.data_along_front_avg_tracer_single_front.mat: Along-front averaged tracer concentration field in the single-sided front simulation.data_along_front_avg_temp_deep_OML.mat: Along-front averaged temperature field in the filament simulation with a deep mixed layer.data_along_front_avg_tracer_deep_OML.mat: Along-front averaged tracer concentration field in the filament simulation with a deep mixed layer. Tracer is released either across the entire horizontal domain or only in the far field. data_tracer_vert_distr.mat: Vertical distribution of tracer concentration for all the cases.
DOI: 10.5281/zenodo.18146102
title: Large-eddy simulation output: submesoscale frontal dynamics and tracer transport (2)

description: data_along_front_avg_temp_single_front.mat: Along-front averaged temperature field in the single-sided front simulation.data_along_front_avg_tracer_single_front.mat: Along-front averaged tracer concentration field in the single-sided front simulation.data_along_front_avg_temp_deep_OML.mat: Along-front averaged temperature field in the filament simulation with a deep mixed layer.data_along_front_avg_tracer_deep_OML.mat: Along-front averaged tracer concentration field in the filament simulation with a deep mixed layer. Tracer is released either across the entire horizontal domain or only in the far field. data_tracer_vert_distr.mat: Vertical distribution of tracer concentration for all the cases.