cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc110594466
title: Persepolis Fortification Anepigraphic Tablet 0698.101, PFAnep 0698.101

description: [Text Description:] Administrative text with seals PFUTS 0108; PFUTS 0109s; PFUTS 0110s ❧ [Text or Publication Number Note:] PFAnep 0698.101, PFUT 0698-101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0108 on obverse; PFUTS 0109s on bottom edge; PFUTS 0110s on left edge.
DOI: 10.25549/inscriptifact-ouc110592558
title: Persepolis Fortification Aramaic Text 283, PFAT 283

description: [Text Description:] Administrative text with seal PFATS 0286 ❧ [Text or Publication Number Note:] PFAT 283, Bowman 283 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0286 on obverse, flat edge.
DOI: 10.25549/jrbm-ouc16316842
title: 児童教訓伊呂波歌絵鈔 [volume 1]

description: Title from cover (volume 1). On double leaves, oriental style (fukurotoji).
DOI: 10.25549/inscriptifact-ouc110592392
title: Persepolis Fortification Aramaic Text 278, PFAT 278

description: [Text Description:] Administrative text with seal PFATS 0281 ❧ [Text or Publication Number Note:] PFAT 278, Bowman 278 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0281 on obverse, reverse, flat edge? ❧ [Physical Object Note:] Damage on bottom edge, round edge
DOI: 10.25549/inscriptifact-ouc110594464
title: Persepolis Fortification Anepigraphic Tablet 0698.101, PFAnep 0698.101

description: [Text Description:] Administrative text with seals PFUTS 0108; PFUTS 0109s; PFUTS 0110s ❧ [Text or Publication Number Note:] PFAnep 0698.101, PFUT 0698-101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0108 on obverse; PFUTS 0109s on bottom edge; PFUTS 0110s on left edge.
DOI: 10.25549/jrbm-ouc16316838
title: 児童教訓伊呂波歌絵鈔 [volume 1]

description: Title from cover (volume 1). On double leaves, oriental style (fukurotoji).
DOI: 10.25549/inscriptifact-ouc110592391
title: Persepolis Fortification Aramaic Text 278, PFAT 278

description: [Text Description:] Administrative text with seal PFATS 0281 ❧ [Text or Publication Number Note:] PFAT 278, Bowman 278 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0281 on obverse, reverse, flat edge? ❧ [Physical Object Note:] Damage on bottom edge, round edge
DOI: 10.25549/inscriptifact-ouc110594457
title: Persepolis Fortification Anepigraphic Tablet 0698.101, PFAnep 0698.101

description: [Text Description:] Administrative text with seals PFUTS 0108; PFUTS 0109s; PFUTS 0110s ❧ [Text or Publication Number Note:] PFAnep 0698.101, PFUT 0698-101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0108 on obverse; PFUTS 0109s on bottom edge; PFUTS 0110s on left edge.
DOI: 10.25549/jrbm-ouc16316828
title: 児童教訓伊呂波歌絵鈔 [volume 1]

description: Title from cover (volume 1). On double leaves, oriental style (fukurotoji).
DOI: 10.3886/e240108
title: HIFLD OPEN Flowline

description: The USGS 3D Hydrography Program (3DHP) ArcGIS REST service (3DHP_all) from The National Map is the first of several data services that will be delivered by the 3D Hydrography Program. The 3DHP_all comprises a national network of flowlines, hydrolocations, and water bodies, and will include catchments, drainage areas, and flow network derivatives as they are populated in the future. The 3DHP_all service will provide access to a 3D-enabled geospatial hydrography vector dataset built from 3DHP data and intended to provide the most comprehensive but general rendering of 3DHP data. 3DHP data is derived from elevation-derived hydrography (EDH) Elevation-Derived Hydrography Specifications | U.S. Geological Survey (usgs.gov) where available. Where EDH has not been collected, 3DHP data will be supplemented by data from the National Hydrography Dataset (NHD) National Hydrography Dataset | U.S. Geological Survey (usgs.gov). As further EDH data is collected, the EDH data will replace the NHD data in that data collection area. 3DHP data ingested from EDH sources will include catchments, drainage areas derived from catchments, and flowline network attribute derivatives.<br><br>For additional information on the 3DHP, go to https://www.usgs.gov/3dhp.See https://apps.nationalmap.gov/help/ for assistance with The National Map viewer, download client, services, or metadata.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.25549/inscriptifact-ouc110594456
title: Persepolis Fortification Anepigraphic Tablet 0698.101, PFAnep 0698.101

description: [Text Description:] Administrative text with seals PFUTS 0108; PFUTS 0109s; PFUTS 0110s ❧ [Text or Publication Number Note:] PFAnep 0698.101, PFUT 0698-101 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0108 on obverse; PFUTS 0109s on bottom edge; PFUTS 0110s on left edge.
DOI: 10.25549/inscriptifact-ouc1sto1607464
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact
DOI: 10.25549/jrbm-ouc16316775
title: 児童教訓伊呂波歌絵鈔 [volume 1]

description: Title from cover (volume 1). On double leaves, oriental style (fukurotoji).
DOI: 10.3886/e240108v1
title: HIFLD OPEN Flowline

description: The USGS 3D Hydrography Program (3DHP) ArcGIS REST service (3DHP_all) from The National Map is the first of several data services that will be delivered by the 3D Hydrography Program. The 3DHP_all comprises a national network of flowlines, hydrolocations, and water bodies, and will include catchments, drainage areas, and flow network derivatives as they are populated in the future. The 3DHP_all service will provide access to a 3D-enabled geospatial hydrography vector dataset built from 3DHP data and intended to provide the most comprehensive but general rendering of 3DHP data. 3DHP data is derived from elevation-derived hydrography (EDH) Elevation-Derived Hydrography Specifications | U.S. Geological Survey (usgs.gov) where available. Where EDH has not been collected, 3DHP data will be supplemented by data from the National Hydrography Dataset (NHD) National Hydrography Dataset | U.S. Geological Survey (usgs.gov). As further EDH data is collected, the EDH data will replace the NHD data in that data collection area. 3DHP data ingested from EDH sources will include catchments, drainage areas derived from catchments, and flowline network attribute derivatives.<br><br>For additional information on the 3DHP, go to https://www.usgs.gov/3dhp.See https://apps.nationalmap.gov/help/ for assistance with The National Map viewer, download client, services, or metadata.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.25549/inscriptifact-ouc110592387
title: Persepolis Fortification Aramaic Text 278, PFAT 278

description: [Text Description:] Administrative text with seal PFATS 0281 ❧ [Text or Publication Number Note:] PFAT 278, Bowman 278 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0281 on obverse, reverse, flat edge? ❧ [Physical Object Note:] Damage on bottom edge, round edge
DOI: 10.25549/inscriptifact-ouc110594452
title: Persepolis Fortification Anepigraphic Tablet 0697.103, PFAnep 0697.103

description: [Text Description:] Administrative text with seals PFUTS 0106; PFUTS 0107. ❧ [Text or Publication Number Note:] PFAnep 0697.103, PFUT 0697-103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0106 on overse, left edge; PFUTS 0107 on upper edge, reverse, bottom edge.
DOI: 10.25549/jrbm-ouc16316657
title: 児童教訓伊呂波歌絵鈔 [volume 1]

description: Title from cover (volume 1). On double leaves, oriental style (fukurotoji).
DOI: 10.25549/inscriptifact-ouc110592384
title: Persepolis Fortification Aramaic Text 278, PFAT 278

description: [Text Description:] Administrative text with seal PFATS 0281 ❧ [Text or Publication Number Note:] PFAT 278, Bowman 278 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0281 on obverse, reverse, flat edge? ❧ [Physical Object Note:] Damage on bottom edge, round edge
DOI: 10.25549/inscriptifact-ouc110596825
title: Persepolis Fortification Aramaic Text 358, PFAT 358

description: [Text Description:] Administrative text with seals PFATS 0003; PFATS 0354. ❧ [Text or Publication Number Note:] PFAT 358, Bowman 358 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0003 on on obverse, upper edge, reverse, bottom edge; PFATS 0354 on flat edge.
DOI: 10.25549/jrbm-ouc16316650
title: 児童教訓伊呂波歌絵鈔 [volume 1]

description: Title from cover (volume 1). On double leaves, oriental style (fukurotoji).
DOI: 10.25549/inscriptifact-ouc110594448
title: Persepolis Fortification Anepigraphic Tablet 0697.103, PFAnep 0697.103

description: [Text Description:] Administrative text with seals PFUTS 0106; PFUTS 0107. ❧ [Text or Publication Number Note:] PFAnep 0697.103, PFUT 0697-103 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay tablet with seal impressions PFUTS 0106 on overse, left edge; PFUTS 0107 on upper edge, reverse, bottom edge.
DOI: 10.25549/inscriptifact-ouc110596824
title: Persepolis Fortification Aramaic Text 358, PFAT 358

description: [Text Description:] Administrative text with seals PFATS 0003; PFATS 0354. ❧ [Text or Publication Number Note:] PFAT 358, Bowman 358 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0003 on on obverse, upper edge, reverse, bottom edge; PFATS 0354 on flat edge.
DOI: 10.25549/jrbm-ouc16316638
title: 児童教訓伊呂波歌絵鈔 [volume 1]

description: Title from cover (volume 1). On double leaves, oriental style (fukurotoji).
DOI: 10.6084/m9.figshare.30593333
title: Optical Neuromorphic Eikonal Solver - Benchmark Datasets

description: # Optical Neuromorphic Eikonal Solver - Benchmark Datasets

Benchmark datasets for evaluating GPU-accelerated pathfinding algorithms.

## Content

5 synthetic pathfinding test cases:
- sparse_128.npz (128×128, 10% obstacles)
- medium_256.npz (256×256, 20% obstacles)
- gradient_256.npz (256×256, gradient speeds)
- maze_511.npz (511×511, perfect maze)
- complex_512.npz (512×512, 30% obstacles)

Plus benchmark results showing GPU solver performance.

## Performance

- 134.9× average speedup vs CPU Dijkstra
- 0.64% mean absolute error
- 1.025× optimal path length
- 2-4ms per query on 512×512 grids

## Format

NumPy .npz archives containing:
- obstacles: (H,W) float32 array
- speeds: (H,W) float32 array
- source: (2,) int32 array
- target: (2,) int32 array
- metadata: JSON string

See DATASETS.md for complete specification.

## Links

- Code: https://github.com/Agnuxo1/Optical-Neuromorphic-Computing-for-Real-Time-Pathfinding-A-GPU-Accelerated-Eikonal-Solver
- Paper: https://github.com/Agnuxo1/Optical-Neuromorphic-Computing-for-Real-Time-Pathfinding-A-GPU-Accelerated-Eikonal-Solver/blob/main/optical_neuromorphic_paper.html
- Datasets: https://huggingface.co/datasets/Agnuxo/optical-neuromorphic-eikonal-benchmarks
- Demo: https://huggingface.co/spaces/Agnuxo/optical-neuromorphic-pathfinding-demo

## Citation

See README or paper for citation information.
DOI: 10.6084/m9.figshare.30593333.v1
title: Optical Neuromorphic Eikonal Solver - Benchmark Datasets

description: # Optical Neuromorphic Eikonal Solver - Benchmark Datasets

Benchmark datasets for evaluating GPU-accelerated pathfinding algorithms.

## Content

5 synthetic pathfinding test cases:
- sparse_128.npz (128×128, 10% obstacles)
- medium_256.npz (256×256, 20% obstacles)
- gradient_256.npz (256×256, gradient speeds)
- maze_511.npz (511×511, perfect maze)
- complex_512.npz (512×512, 30% obstacles)

Plus benchmark results showing GPU solver performance.

## Performance

- 134.9× average speedup vs CPU Dijkstra
- 0.64% mean absolute error
- 1.025× optimal path length
- 2-4ms per query on 512×512 grids

## Format

NumPy .npz archives containing:
- obstacles: (H,W) float32 array
- speeds: (H,W) float32 array
- source: (2,) int32 array
- target: (2,) int32 array
- metadata: JSON string

See DATASETS.md for complete specification.

## Links

- Code: https://github.com/Agnuxo1/Optical-Neuromorphic-Computing-for-Real-Time-Pathfinding-A-GPU-Accelerated-Eikonal-Solver
- Paper: https://github.com/Agnuxo1/Optical-Neuromorphic-Computing-for-Real-Time-Pathfinding-A-GPU-Accelerated-Eikonal-Solver/blob/main/optical_neuromorphic_paper.html
- Datasets: https://huggingface.co/datasets/Agnuxo/optical-neuromorphic-eikonal-benchmarks
- Demo: https://huggingface.co/spaces/Agnuxo/optical-neuromorphic-pathfinding-demo

## Citation

See README or paper for citation information.
DOI: 10.15139/s3/s1c4gs
title: Data Management and Sharing Plan for: Next generation functional genomics of hematology traits

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.15468/dl.x2a4jj
title: Occurrence Download

description: A dataset containing 93953 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus timidus Linnaeus, 1758"
 ]
}

 The dataset includes 93953 records from 299 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010985-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/1e90961ec0ed4c72
title: Custom collection of disdrometer data from Hyytiälä between 1 Jan 2014 and 1 Apr 2024
DOI: 10.5281/zenodo.15322662
title: KPI FIFA female football

description: Dataset - Key Performance Indicators - FIFA Women
DOI: 10.5281/zenodo.15349140
title: KPI FIFA female football

description: Dataset - Key Performance Indicators - FIFA Women
DOI: 10.5281/zenodo.15349164
title: Weight Status, Psychosocial Factors, and Health-Related QOL
DOI: 10.5281/zenodo.15349165
title: Weight Status, Psychosocial Factors, and Health-Related QOL
DOI: 10.5281/zenodo.15349002
title: Supplementary Materials to PhD thesis Maryse Berkhout

description: Supplementary materials to PhD thesis Maryse Berkhout.
DOI: 10.5281/zenodo.15349003
title: Supplementary Materials to PhD thesis Maryse Berkhout

description: Supplementary materials to PhD thesis Maryse Berkhout.
DOI: 10.15468/dl.v974dr
title: Occurrence Download

description: A dataset containing 1008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Poland",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Betula pendula Roth"
 ]
}

 The dataset includes 1008 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017728-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwg9gy
title: Occurrence Download

description: A dataset containing 1323004 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Botanical Database of Southern Africa (BODATSA): Botanical Collections"
 ]
}

 The dataset includes 1323004 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017725-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmk2hv
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Congo, Democratic Republic of the",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pan paniscus Schwarz, 1929"
 ]
}

 The dataset includes 53 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017730-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvyczy
title: Occurrence Download

description: A dataset containing 382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Sweden",
 "OccurrenceStatus is Present",
 "TaxonKey is Acrodactyla Haliday, 1839",
 "Year 2000-2025"
 ]
}

 The dataset includes 382 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017731-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48366/r1381128
title: Applying Transformer Models for Automatic question Generation

description: Hybridising or Finetuning Transformer models for Automatic Question Generation
DOI: 10.15468/dl.xnktxc
title: Occurrence Download

description: A dataset listing the 1576 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.92025 41.53103,1.90501 41.5313,1.88816 41.5323,1.87773 41.5357,1.86542 41.54051,1.85846 41.54451,1.84696 41.54311,1.8368 41.5357,1.85552 41.51768,1.86943 41.50205,1.8788 41.48522,1.88067 41.46778,1.8689 41.45114,1.8681 41.44533,1.86863 41.44172,1.87345 41.43951,1.91491 41.45956,1.92909 41.46758,1.93176 41.4768,1.94032 41.48442,1.93042 41.5126,1.92025 41.53103))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 1576 records were derived from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017727-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10259344
title: The effect of microsolvation on the mechanism, kinetics and energetics of a reductive amination reaction
DOI: 10.5281/zenodo.10259345
title: The effect of microsolvation on the mechanism, kinetics and energetics of a reductive amination reaction
DOI: 10.5284/1129317
title: Site images from an Archaeological Evaluation, and Strip, Plan and Sample Excavation at Newlands Road, Welford, Northamptonshire, June-August 2015

description: This collection consists of site images from an archaeological evaluation and subsequent strip, plan and sample excavation carried out by University of Leicester Archaeological Services (ULAS) on land at Newlands Road, Welford, Northamptonshire (SP 640 799), for Mears New Homes Ltd. The work was carried out between June and August 2015. The work was in advance of a proposed new residential development of the site (Planning App. DA/2015/0208).
DOI: 10.5281/zenodo.14743815
title: U.S. EPA Ecological Risk Assessment Documents Used in Evaluating High-Throughput Assays for Pesticide Ecological Risk Assessment

description: This archive contains publicly available U.S. Environmental Protection Agency ecological risk assessment documents used in the analysis presented in Evaluating High-Throughput Assays for Pesticide Ecological Risk Assessment. These documents are provided for transparency and reproducibility and remain in the public domain. For a list of chemicals and identifiers, see the included README file.