cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/independent-c69-40285
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: 10.5281/zenodo.11083370
title: Data related to: Simulated TEM imaging of a heavily irradiated metal
title: Atomistic simulation data: 21 mio atoms, 1 dpa, irradiated tungsten microstructure

description: Data set related to article "Simulated TEM imaging of a heavily irradiated metal"

The data is the output of a simulation of single-crystal tungsten with periodic boundary conditions evolving under irradiation up to high dose (1 dpa). The simulation was done in LAMMPS, only every 100th snapshot in LAMMPS Dump format is uploaded here. A frame corresponds to a dose increment of 0.000167 dpa, i.e. frame 1000 corresponds to a dose of 0.167 dpa. The files are zipped. A finer resolution can be supplied upon request.

The simulations were performed for the article: 10.1103/PhysRevMaterials.6.063601, where more details on the simulations are found. The data is here made available for the article: 10.48550/arXiv.2401.14781.

The TEM simulation software is available at: https://github.com/mason-daniel/simulated_tem.
DOI: 10.5281/zenodo.11083371
title: Data related to: Simulated TEM imaging of a heavily irradiated metal
title: Atomistic simulation data: 21 mio atoms, 1 dpa, irradiated tungsten microstructure

description: Data set related to article "Simulated TEM imaging of a heavily irradiated metal"

The data is the output of a simulation of single-crystal tungsten with periodic boundary conditions evolving under irradiation up to high dose (1 dpa). The simulation was done in LAMMPS, only every 100th snapshot in LAMMPS Dump format is uploaded here. A frame corresponds to a dose increment of 0.000167 dpa, i.e. frame 1000 corresponds to a dose of 0.167 dpa. The files are zipped. A finer resolution can be supplied upon request.

The simulations were performed for the article: 10.1103/PhysRevMaterials.6.063601, where more details on the simulations are found. The data is here made available for the article: 10.48550/arXiv.2401.14781.

The TEM simulation software is available at: https://github.com/mason-daniel/simulated_tem.
DOI: 10.15468/dl.hopc99
title: Occurrence Download

description: A dataset containing 1896 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carassius auratus (Linnaeus, 1758)",
 "Geometry POLYGON((88.90 18.76,88.90 47.54,144.01 47.54,144.01 18.76,88.90 18.76))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1896 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4tnsa4
title: Occurrence Download

description: A dataset containing 4035 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is one of (Brazil, Bolivia (Plurinational State of), Paraguay)",
 "DatasetKey is one of (KUBI Ornithology Collection, LSUMZ Birds Collection, Coleção de Aves do Museu Nacional / UFRJ, ORN, AMNH Bird Collection, FNJV - Fonoteca Neotropical Jacques Vielliard, iNaturalist Research-grade Observations, Xeno-canto - Bird sounds from around the world, EOD – eBird Observation Dataset, University of Michigan Museum of Zoology, Division of Birds)",
 "TaxonKey is Cercomacra melanaria (Ménétriés, 1835)"
 ]
}

 The dataset includes 4035 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011370-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40321
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: 10.25549/independent-c69-40260
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.xjwbnb
title: Occurrence Download

description: A dataset containing 179497 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mytilus Linnaeus, 1758"
 ]
}

 The dataset includes 179497 records from 588 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007437-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0jcmv0
title: Occurrence Download

description: A dataset containing 982 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chamissoa acuminata Mart.",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 982 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40277
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.7x3p3n
title: Occurrence Download

description: A dataset containing 32777 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lophospermum erubescens D.Don ex Sweet, Lophostemon confertus (R.Br.) Paul G.Wilson & J.T.Waterh., Lotus corniculatus L., Fabaceae, Lotus pedunculatus Cav.)",
 "SampleSizeValue is one of (100)"
 ]
}

 The dataset includes 32777 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007473-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40221
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.4rjjzi
title: Occurrence Download

description: A dataset containing 1125 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Benthic foraminifera of sediment core M25/4-KL13"
 ]
}

 The dataset includes 1125 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40199
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.qbhvfp
title: Occurrence Download

description: A dataset containing 1693 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, Nepal)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rusa unicolor (Kerr, 1792)"
 ]
}

 The dataset includes 1693 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001306-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsapf8
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, Europe, North America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Spermophilus major (Pallas, 1778)"
 ]
}

 The dataset includes 348 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000424-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-33945
title: Claims (GX 11352 - GX 11885), 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.mcko1g
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nannofossil abundance of Hole 27-259"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gz3nc6
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (CHN.6.21.2_1, CHN.MAC)",
 "OccurrenceStatus is Present",
 "TaxonKey is Platalea minor Temminck & Schlegel, 1849",
 "Year 2019-2024"
 ]
}

 The dataset includes 173 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001305-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-40219
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.5a3xps
title: Occurrence Download

description: A dataset containing 12589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Zero coordinate, Coordinate out of range, Coordinate invalid, Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate uncertainty meters invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT mismatch, Footprint WKT invalid, Country coordinate mismatch, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date mismatch, Recorded date unlikely, Taxon match fuzzy, Taxon match aggregate, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, The scientific name differs on the record from that found in the checklist, Taxon match none, The backbone match found using the taxon IDs differs from what would be found if using the scientific names , Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, ccurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "TaxonKey is Bubalus bubalis (Linnaeus, 1758)"
 ]
}

 The dataset includes 12589 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001304-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7bc9kr
title: Occurrence Download

description: A dataset containing 6029 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Perna Philipsson, 1788"
 ]
}

 The dataset includes 6029 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007438-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kshoz5
title: Occurrence Download

description: A dataset containing 98625 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bromus erectus Huds."
 ]
}

 The dataset includes 98625 records from 323 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002408-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7apa8
title: Occurrence Download

description: A dataset containing 145913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-03-17",
 "EventDate is less than or equal to 2025-04-16",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 145913 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018138-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-03.3057169/2557574
title: Data for EMSL Project 60552 from March 2024
DOI: 10.25582/data.2024-04.3090793/2557575
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3090796/2557576
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3090798/2557577
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3090804/2557578
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3090806/2557579
title: Data for EMSL Project 51287 from April 2024
DOI: 10.25582/data.2024-04.3090812/2557580
title: Data for EMSL Project 51287 from April 2024
DOI: 10.5281/zenodo.18147010
title: Remote Biology Laboratory Interaction Dataset

description: The Remote Biology Laboratory Interaction Dataset consists of session-level records collected from AI-enabled remote biology laboratory platforms used in higher education settings. The dataset captures detailed learner interaction, execution behavior, and assessment-related information generated during mobile-based laboratory sessions conducted in real instructional environments. Each record corresponds to a single completed laboratory session and aggregates interaction logs, procedural execution indicators, learning analytics, and contextual attributes observed throughout the session lifecycle.

The dataset contains a total of 254,020 records, reflecting diverse learner behaviors across multiple laboratory activities, academic stages, and usage contexts. To ensure realism and applicability, the data exhibits natural imbalance across behavioral features and learning outcome categories, consistent with typical mobile learning and remote laboratory deployments. The target label, Neuro-Integrated Learning Outcome State (NILOS), categorizes session-level learning attainment into four levels: Emergent, Adaptive, Proficient, and Mastery, enabling fine-grained outcome analysis beyond conventional score-based evaluation.

Collected attributes span cognitive-behavioral indicators, mobile interaction patterns, laboratory execution metrics, assessment outcomes, temporal progression signals, and contextual learning factors. These heterogeneous features reflect the multifaceted nature of learner engagement in remote experimental environments and support advanced learning outcome modeling and analysis. Prior to analysis, standard quality control procedures were applied, including normalization, missing-value handling, and redundancy reduction, to ensure consistency and reliability across sessions.

The dataset is made publicly available through Zenodo to support reproducibility, benchmarking, and further research in mobile learning analytics, remote laboratory assessment, and AI-driven educational systems. It is suitable for multi-class classification, robustness evaluation, interpretability analysis, and federated or distributed learning studies involving large-scale educational interaction data.