cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.anx4vs
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ascidiella aspersa",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 69 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005647-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6atgrj
title: Occurrence Download

description: A dataset containing 614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ascidiella aspersa",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 614 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005648-250827131500795/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/12900423
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.wcy84d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aplocheilichthys lacustris, Lacustricola lacustris, Aplocheilichthys macrurus, Lacustricola macrurus, Aplocheilichthys maculatus, Lacustricola maculatus, Aplocheilichthys mediolateralis, Lacustricola mediolateralis, Aplocheilichthys nigrolateralis, Lacustricola nigrolateralis, Aplocheilichthys omoculatus, Lacustricola omoculatus, Aplocheilichthys rudolfianus, Micropanchax rudolfianus, Aplocheilichthys spilauchen, Aplocheilichthys usanguensis, Lacustricola usanguensis, Aplocheilichthys vitschumbaensis, Lacustricola vitschumbaensis, Aplocheilus panchax, Apricaphanius saourensis, Archiaphyosemion guineense, Aristochromis christyi, Arius africanus, Arius festinus, Arius gigas, Arius latiscutatus, Arius madagascariensis, Arius uncinatus, Arnoglossus imperialis, Arnoldichthys spilopterus, Asprotilapia leptura, Xenotilapia leptura, Astatoreochromis alluaudi, Astatoreochromis straeleni, Astatoreochromis vanderhorsti, Astatotilapia bloyeti, Astatotilapia burtoni, Astatotilapia calliptera, Astatotilapia desfontainii, Astatotilapia paludinosa, Haplochromis paludinosus, Astatotilapia stappersii, Astatotilapia tweddlei, Atherina boyeri, Atherina caspia, Atherinomorus duodecimalis, Atopochilus chabanaudi, Atopochilus christyi, Atopochilus macrocephalus, Atopochilus mandevillei, Atopochilus pachychilus, Atopochilus savorgnani, Atopochilus vogti, Atopodontus adriaensi, Auchenoglanis biscutatus, Auchenoglanis occidentalis, Aulonocara aquilonium, Aulonocara auditor, Aulonocara baenschi, Aulonocara brevinidus, Aulonocara brevirostre, Aulonocara ethelwynnae, Aulonocara gertrudae, Aulonocara guentheri, Aulonocara hueseri, Aulonocara jacobfreibergi, Aulonocara kandeense, Aulonocara kandeensis, Aulonocara koningsi, Aulonocara korneliae, Aulonocara maylandi, Aulonocara nyassae, Aulonocara rostratum, Aulonocara saulosi, Aulonocara stonemani, Aulonocara stuartgranti, Aulonocara trematocephalum, Aulonocranus dewindti, Aurigequula fasciata, Auriglobus modestus, Austroglanis barnardi, Austroglanis gilli, Austroglanis sclateri, Awaous aeneofuscus, Awaous bustamantei, Awaous commersoni, Awaous lateristriga, Awaous macrorhynchus, Bagrus bajad, Bagrus caeruleus, Bagrus degeni, Bagrus docmak, Bagrus filamentosus, Bagrus lubosicus, Bagrus meridionalis, Bagrus orientalis, Bagrus ubangensis, Bagrus urostigma)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((43.2262 -16.9066,42.991 -16.6199,42.5693 -16.563,42.237 -16.8562,42.2373 -17.2371,42.4892 -17.5028,42.907 -17.5351,43.1823 -17.3111,43.2262 -16.9066))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005650-250827131500795/datasets/export for details.
DOI: 10.15468/dl.9hfe9f
title: Occurrence Download

description: A dataset containing 1216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thysanocarpus rigidus, Thermopsis californica semota, Tetracoccus dioicus, Symphyotrichum defoliatum, Streptanthus campestris, Sibaropsis hammittii, Satureja chandleri, Scutellaria bolanderi austromontana, Ribes canthariforme, Phacelia keckii, Penstemon californicus, Packera ganderi, Monardella nana leptosiphon, Monardella macrantha hallii, Monardella hypoleuca lanata)",
 "Year 2015-2025"
 ]
}

 The dataset includes 1216 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005651-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3y74g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ascidiella aspersa",
 "Country is Syrian Arab Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005652-250827131500795/datasets/export for details.
DOI: 10.15468/dl.me23yu
title: Occurrence Download

description: A dataset containing 15852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Layia carnosa, Layia chrysanthemoides, Layia discoidea, Layia erubescens, Layia fremontii, Layia gaillardioides, Layia glandulosa, Layia heterotricha, Layia hieracioides, Layia jonesii, Layia leucopappa, Layia munzii, Layia pentachaeta, Layia platyglossa, Layia septentrionalis, Harmonia doris-nilesiae, Harmonia guggolziorum, Harmonia hallii, Harmonia nutans, Harmonia stebbinsii, Jensia rammii, Jensia yosemitana)",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 15852 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005655-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.932bxx
title: Occurrence Download

description: A dataset containing 18311 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Magnolia grandiflora"
 ]
}

 The dataset includes 18311 records from 481 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005653-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16989508
title: Data for: An Interpretable Microbiome ML Pipeline for Affective Disorders: A Case Study on American Gut Data

description: American Gut (Qiita 10317) Inputs and Processed Tables for Affective-Disorder Microbiome ML Pipeline (v1.0)

This dataset archives the inputs and processed tables used in:“An Interpretable Microbiome ML Pipeline for Affective Disorders: A Case Study on American Gut Data.”

Contents

• Exact inputs used  - AG_100nt_even1k.biom  (American Gut Project; rarefied to 1,000 sequences/sample)  - 10317_20250712-045924.txt  (Qiita study 10317 metadata export; downloaded 2025-07-12)  - 97_otu_taxonomy.txt  (Greengenes 13_8 taxonomy map; OTU → taxonomy)

• Processed tables used in the manuscript  - filtered_otu.csv  - otu_processed.csv    - filtered_metadata.csv  - y_labels.csv  - top_features.csv  - classification_report.csv

ProvenanceRaw sequences are publicly available from the American Gut Project via Qiita (study 10317). The OTU table “AG_100nt_even1k.biom” is the public American Gut mirror rarefied to 1,000 reads/sample. Metadata were exported from Qiita on 2025-07-12. Taxonomy uses Greengenes 13_8.

How to recreateThe corresponding analysis code with instructions is on GitHub (see Related works).

- Data in this archive: CC BY 4.0- Code (GitHub repository): MIT
DOI: 10.5281/zenodo.16989509
title: Data for: An Interpretable Microbiome ML Pipeline for Affective Disorders: A Case Study on American Gut Data

description: American Gut (Qiita 10317) Inputs and Processed Tables for Affective-Disorder Microbiome ML Pipeline (v1.0)

This dataset archives the inputs and processed tables used in:“An Interpretable Microbiome ML Pipeline for Affective Disorders: A Case Study on American Gut Data.”

Contents

• Exact inputs used  - AG_100nt_even1k.biom  (American Gut Project; rarefied to 1,000 sequences/sample)  - 10317_20250712-045924.txt  (Qiita study 10317 metadata export; downloaded 2025-07-12)  - 97_otu_taxonomy.txt  (Greengenes 13_8 taxonomy map; OTU → taxonomy)

• Processed tables used in the manuscript  - filtered_otu.csv  - otu_processed.csv    - filtered_metadata.csv  - y_labels.csv  - top_features.csv  - classification_report.csv

ProvenanceRaw sequences are publicly available from the American Gut Project via Qiita (study 10317). The OTU table “AG_100nt_even1k.biom” is the public American Gut mirror rarefied to 1,000 reads/sample. Metadata were exported from Qiita on 2025-07-12. Taxonomy uses Greengenes 13_8.

How to recreateThe corresponding analysis code with instructions is on GitHub (see Related works).

- Data in this archive: CC BY 4.0- Code (GitHub repository): MIT
DOI: 10.15468/dl.fm288p
title: Occurrence Download

description: A dataset containing 1106382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus, Myocastor coypus)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1106382 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005625-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7qumj
title: Occurrence Download

description: A dataset containing 17696 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solidago nemoralis"
 ]
}

 The dataset includes 17696 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005660-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cpn28
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Marpissa muscosa",
 "Elevation is not null",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005644-250827131500795/datasets/export for details.
DOI: 10.15468/dl.m6yqjv
title: Occurrence Download

description: A dataset containing 663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Botrylloides leachii",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 663 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005661-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xde2c2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aplocheilichthys lacustris, Lacustricola lacustris, Aplocheilichthys macrurus, Lacustricola macrurus, Aplocheilichthys maculatus, Lacustricola maculatus, Aplocheilichthys mediolateralis, Lacustricola mediolateralis, Aplocheilichthys nigrolateralis, Lacustricola nigrolateralis, Aplocheilichthys omoculatus, Lacustricola omoculatus, Aplocheilichthys rudolfianus, Micropanchax rudolfianus, Aplocheilichthys spilauchen, Aplocheilichthys usanguensis, Lacustricola usanguensis, Aplocheilichthys vitschumbaensis, Lacustricola vitschumbaensis, Aplocheilus panchax, Apricaphanius saourensis, Archiaphyosemion guineense, Aristochromis christyi, Arius africanus, Arius festinus, Arius gigas, Arius latiscutatus, Arius madagascariensis, Arius uncinatus, Arnoglossus imperialis, Arnoldichthys spilopterus, Asprotilapia leptura, Xenotilapia leptura, Astatoreochromis alluaudi, Astatoreochromis straeleni, Astatoreochromis vanderhorsti, Astatotilapia bloyeti, Astatotilapia burtoni, Astatotilapia calliptera, Astatotilapia desfontainii, Astatotilapia paludinosa, Haplochromis paludinosus, Astatotilapia stappersii, Astatotilapia tweddlei, Atherina boyeri, Atherina caspia, Atherinomorus duodecimalis, Atopochilus chabanaudi, Atopochilus christyi, Atopochilus macrocephalus, Atopochilus mandevillei, Atopochilus pachychilus, Atopochilus savorgnani, Atopochilus vogti, Atopodontus adriaensi, Auchenoglanis biscutatus, Auchenoglanis occidentalis, Aulonocara aquilonium, Aulonocara auditor, Aulonocara baenschi, Aulonocara brevinidus, Aulonocara brevirostre, Aulonocara ethelwynnae, Aulonocara gertrudae, Aulonocara guentheri, Aulonocara hueseri, Aulonocara jacobfreibergi, Aulonocara kandeense, Aulonocara kandeensis, Aulonocara koningsi, Aulonocara korneliae, Aulonocara maylandi, Aulonocara nyassae, Aulonocara rostratum, Aulonocara saulosi, Aulonocara stonemani, Aulonocara stuartgranti, Aulonocara trematocephalum, Aulonocranus dewindti, Aurigequula fasciata, Auriglobus modestus, Austroglanis barnardi, Austroglanis gilli, Austroglanis sclateri, Awaous aeneofuscus, Awaous bustamantei, Awaous commersoni, Awaous lateristriga, Awaous macrorhynchus, Bagrus bajad, Bagrus caeruleus, Bagrus degeni, Bagrus docmak, Bagrus filamentosus, Bagrus lubosicus, Bagrus meridionalis, Bagrus orientalis, Bagrus ubangensis, Bagrus urostigma)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((43.7407 -15.8768,43.6816 -15.9401,46.1382 -15.9401,46.1382 -15.1614,46.0559 -15.2167,45.4781 -15.3105,44.725 -15.7042,43.7407 -15.8768))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005662-250827131500795/datasets/export for details.
DOI: 10.15468/dl.6cts96
title: Occurrence Download

description: A dataset containing 5514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chironius"
 ]
}

 The dataset includes 5514 records from 265 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005665-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5cxzqp
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cupressus lusitanica",
 "Country is Rwanda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003518-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qf2rzm
title: Occurrence Download

description: A dataset containing 4364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bauhinia variegata"
 ]
}

 The dataset includes 4364 records from 403 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003517-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eps2hb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudogastromyzon cheni)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003520-250827131500795/datasets/export for details.
DOI: 10.34740/kaggle/dsv/12895131
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.30001195
title: NequIP-OAM-L-0.1-2025-08-27-kappa-103-FIRE-dist=0.03-fmax=0.0001-symprec=1e-05.json.gz

description: SRME Predictions
DOI: 10.6084/m9.figshare.30001195.v1
title: NequIP-OAM-L-0.1-2025-08-27-kappa-103-FIRE-dist=0.03-fmax=0.0001-symprec=1e-05.json.gz

description: SRME Predictions
DOI: 10.1594/pangaea.984599
title: Relative abundances of terrestrial plants in sediment core OCE2022-KV02-GC
DOI: 10.1594/pangaea.984581
title: Grain concentrations of sediment core OCE2022-KV02-GC
DOI: 10.1594/pangaea.984565
title: Land-derived steroids of sediment core OCE2022-KV02-GC
DOI: 10.6084/m9.figshare.30001192
title: NequIP-OAM-L-0.1-2025-08-27-wbm-IS2RE.csv.gz

description: WBM Predictions
DOI: 10.6084/m9.figshare.30001192.v1
title: NequIP-OAM-L-0.1-2025-08-27-wbm-IS2RE.csv.gz

description: WBM Predictions
DOI: 10.15468/dl.65xjgr
title: Occurrence Download

description: A dataset containing 504 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Womersleyella setacea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-6.6 29.26705, -6.6 50.94, 40.81373 50.94, 40.81373 29.26705, -6.6 29.26705))",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Observation, Material sample)"
 ]
}

 The dataset includes 504 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003522-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29995030.v2
title: <i>Systematic literature review of ancient environmental DNA research in tropical and subtropical countries</i>

description: We conducted a systematic literature review of scientific publications on ancient environmental DNA research in tropical and subtropical countries. We considered studies as tropical or subtropical if samples were obtained between 0 - 36 degrees of latitude on both hemispheres. In addition, we considered additional studies from Japan and South America if samples were obtained from areas defined as subtropical between 1991 - 2020 by the Köppen climate classification. At conceptualisation, we used two search phrases: “ancient environmental DNA in the tropics and subtropics'' and “ancient environmental DNA in tropical and subtropical regions'' in Google Scholar, PubMed and Web of Science to get a general summary of studies, in addition to ascertaining that no comparable review exists. This was followed by a thorough Web of Science search (concluded on 30.7.2025, search terms listed in this FigShare project).
DOI: 10.1594/pangaea.984546
title: Sand of sediment core OCE2022-KV02-GC
DOI: 10.6084/m9.figshare.29995030.v1
title: Ancient environmental DNA papers from the tropics and subtropics, literature review results

description: We conducted a systematic literature review of scientific publications on ancient environmental DNA research in tropical and subtropical countries. We considered studies as tropical or subtropical if samples were obtained between 0 - 36 degrees of latitude on both hemispheres. In addition, we considered additional studies from Japan and South America if samples were obtained from areas defined as subtropical between 1991 - 2020 by the Köppen climate classification. At conceptualisation, we used two search phrases: “ancient environmental DNA in the tropics and subtropics'' and “ancient environmental DNA in tropical and subtropical regions'' in Google Scholar, PubMed and Web of Science to get a general summary of studies, in addition to ascertaining that no comparable review exists. This was followed by a thorough Web of Science search (concluded on 30.7.2025, search terms listed in this FigShare project).
DOI: 10.15468/dl.tu6whc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cupressus lusitanica",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003523-250827131500795/datasets/export for details.
DOI: 10.48366/r1466662
title: Treibhausgas-Projektionen 2025 für Deutschland (Projektionsbericht 2025)

description: Die Publikation gibt einen vertieften Einblick in die Ergebnisse der ⁠Treibhausgas⁠-Projektionsdaten 2025, erläutert die Instrumentenbewertung und veröffentlicht die Daten für das Mit-Weiteren-Maßnahmen-⁠Szenario⁠. Die Projektionen zeigen eine kumulierte Unterschreitung der zulässigen Jahresemissionsgesamtmenge zwischen 2021 und 2030 mit geringen Unterschieden zwischen dem Mit-Maßnahmen-⁠Szenario⁠ und dem Mit-Weiteren-Maßnahmen-Szenario. Die Darstellung der Ergebnisse erfolgt gemäß dem Zuschnitt der Sektoren des Bundes-Klimaschutzgesetzes (Energiewirtschaft, Industrie, Gebäude, Verkehr, Landwirtschaft, ⁠Landnutzung⁠, ⁠LULUCF⁠ sowie Abfallwirtschaft und Sonstiges) sowie gemäß der EU-Klimaschutzverordnung (ESR). Darüber hinaus sind detaillierte Sensitivitätsanalysen Teil des Berichtes.
DOI: 10.1594/pangaea.984535
title: Magnetic susceptibility of sediment core OCE2022-KV02-GC
DOI: 10.1594/pangaea.984531
title: Total organic carbon of sediment core OCE2022-KV02-GC
DOI: 10.21227/v63c-9998
title: "CICIoT2023 Dataset"

description: "The CICIoT2023 dataset is a comprehensive benchmark for evaluating intrusion detection systems in Internet of Things (IoT) environments. It captures realistic IoT network traffic, including benign flows and multiple attack scenarios such as Distributed Denial of Service (DDoS), Denial of Service (DoS), reconnaissance, and data exfiltration. The dataset was generated in a controlled testbed using diverse IoT protocols and devices to reflect real-world heterogeneity. Each record contains detailed flow-level features (e.g., packet counts, byte rates, inter-arrival times) and is labeled for supervised learning tasks. CICIoT2023 addresses key challenges in IoT security research, including class imbalance, protocol diversity, and scalability, making it suitable for machine learning, deep learning, and explainable AI studies. The dataset is provided in CSV format with accompanying documentation for reproducibility and ease of integration into IDS research pipelines."
DOI: 10.5281/zenodo.16981026
title: Larval Crowding Experiment Data files

description: This Excel file contains raw data of larval crowding experiment in two seperate sheets for males and females.
DOI: 10.6084/m9.figshare.30001189
title: NequIP-OAM-L-0.1-2025-08-27-wbm-IS2RE-GOQN.jsonl.gz

description: Geometry predictions
DOI: 10.6084/m9.figshare.30001189.v1
title: NequIP-OAM-L-0.1-2025-08-27-wbm-IS2RE-GOQN.jsonl.gz

description: Geometry predictions
DOI: 10.5281/zenodo.16352698
title: Larval Crowding Experiment Data files

description: This Excel file contains raw data of larval crowding experiment in two seperate sheets for males and females.