cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/independent-c69-35549
title: Claims (GX 17640 - GX 17991), 1985

description: Collection of claims filed against the Los Angeles Police Department with regards ranging from wrongful death to violation of civil rights, etc., 1985. 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.9mf9kn
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 5.97035480826942",
 "DecimalLongitude is less than 5.97341436145382",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 47 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000120-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpwxcs
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cistothorus apolinari Chapman, 1914"
 ]
}

 The dataset includes 280 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002679-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-31000
title: Police misconduct, 1990 Jan. 9 - 1991 Mar. 31

description: Police misconduct, 1990 January 9 - 1991 March 31. 11.2. Compilation of articles from Lexis Nexis on the topics of Commissions, General articles, Justice Department, Settlements and awards (Los Angeles, California (excluding Los Angeles), Nationally). Independent Commission on Los Angeles Police Department / general counsel - 1991 April 16-17 meetings (2-3 of 3), 1990 January 9 - 1991 March 31. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.25549/independent-c69-30992
title: Police misconduct, 1990 Jan. 9 - 1991 Mar. 31

description: Police misconduct, 1990 January 9 - 1991 March 31. 11.2. Compilation of articles from Lexis Nexis on the topics of Commissions, General articles, Justice Department, Settlements and awards (Los Angeles, California (excluding Los Angeles), Nationally). Independent Commission on Los Angeles Police Department / general counsel - 1991 April 16-17 meetings (2-3 of 3), 1990 January 9 - 1991 March 31. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.msered
title: Occurrence Download

description: A dataset containing 23832807 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 23832807 records from 3419 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006172-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/8qc0-yya6-p407
title: ACE-ASIA: R/V Ron Brown Aerosol total and sub-micron light scattering. Version 1.0

description: This dataset contains aerosol total and sub-micron light scattering and backscattering measurements using a nephelometer taken aboard the Ron Brown ship during the ACE-Asia field project. This dataset contains the netCDF data files. Data can also be downloaded in a tab delimited (.acf) format.
DOI: 10.34740/kaggle/dsv/13271437
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.xjmjf6
title: Occurrence Download

description: A dataset containing 1218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer caudatum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1218 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051102-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2yxsxm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa pouzinii",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051105-250920141307145/datasets/export for details.
DOI: 10.15468/dl.3vsqyh
title: Occurrence Download

description: A dataset containing 1873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromopsis inermis",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1873 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051103-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gq9nv
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromopsis inermis",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 78 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051104-250920141307145/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.30121735.v34
title: Logic 14 pdf NEW

description: Logic innovation
DOI: 10.15468/dl.sh3ay7
title: Occurrence Download

description: A dataset containing 589 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromopsis inermis",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 589 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051106-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/2h7d-w1vm-0210
title: ACE-ASIA: R/V Ron Brown Aerosol Sub- and super-micron elemental and organic carbon. Version 1.0

description: This dataset contains aerosol sub- and super-micron elemental and organic carbon measurements taken aboard the Ron Brown ship during the ACE-Asia field project. This dataset contains the tab delimited (.acf) data files. Data can also be downloaded in a netCDF format. A readme in PDF format accompanies the dataset when ordered.
DOI: 10.15468/dl.adafcr
title: Occurrence Download

description: A dataset containing 716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer cordatum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 716 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051108-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhukdh
title: Occurrence Download

description: A dataset containing 441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rosa webbiana",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 441 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051107-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsvawa
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus pumilio",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051109-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rxn6ht
title: Occurrence Download

description: A dataset containing 7116 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix amygdaloides"
 ]
}

 The dataset includes 7116 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051110-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7nx2x
title: Occurrence Download

description: A dataset containing 395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer coriaceifolium)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 395 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051111-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8pd5w
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051112-250920141307145/datasets/export for details.
DOI: 10.15468/dl.hbcpz4
title: Occurrence Download

description: A dataset containing 471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex hastatus",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 471 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051113-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2pdvf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus pumpellianus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051114-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/jjhm-nj2x-0p0e
title: ACE-ASIA: R/V Ron Brown Aerosol Sub- and super-micron elemental and organic carbon. Version 1.0

description: This dataset contains aerosol sub- and super-micron elemental and organic carbon measurements taken aboard the Ron Brown ship during the ACE-Asia field project. This dataset contains the netCDF data files. Data can also be downloaded in a tab delimited (.acf) format. A readme in PDF format accompanies the dataset when ordered.
DOI: 10.15468/dl.cbhdx2
title: Occurrence Download

description: A dataset containing 2248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus pumpellianus",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2248 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051115-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c5dr2pn7r
title: MassIVE MSV000099385 - Mass spectrometry for CALR Exon 9 WT tail
title: Recombinant CALR Exon 9 WT tail is used as bait to pull down interactors from HEK293 cell lysate.
DOI: 10.5281/zenodo.17244644
title: Synthetic-to-Real Dataset for Industrial Quality Control of Sheet Metal Parts (Holes and Slots)

description: This dataset accompanies the research on mobile-based industrial quality control using LiDAR and YOLO segmentation. It includes both real annotated images of sheet-metal coupons and synthetic photorealistic renderings generated from CAD models. The dataset is designed to support training and evaluation of instance segmentation and measurement pipelines for industrial inspection tasks.

Contents





Real Images:





High-resolution photographs of sheet-metal coupons with holes and slots.




Manually annotated polygon masks for features (holes, slots).






Synthetic Images:





243 images generated with BlenderProc from CAD models created in CadQuery.




Photorealistic rendering with PBR metal textures, HDRI lighting, and varied cluttered/clean backgrounds.




Pixel-level segmentation masks aligned with CAD geometry.





See file example.png in the dataset for an illustration of annotations. 

Annotations





The dataset contains 3 object classes:





part → the entire workpiece outline (blue in the example figure)




slot → rectangular/rounded slots (orange)




hole → circular features (green)






Each image has an associated annotation file (.txt) in YOLO polygon format.




Each row in the .txt file corresponds to one object instance (part, slot, or hole).




The structure of each row is:



 

<class_id> <x1> <y1> <x2> <y2> ... <xn> <yn>







<class_id> → integer index of the object class (0=part, 1=slot, 2=hole)




<xi> <yi> → normalized polygon vertex coordinates (range [0,1] relative to image width/height)




Polygons can have variable length depending on the number of vertices




At least 4 points are used to represent each shape (more for complex boundaries)





Usage

The dataset can be used for:





Training and validating instance segmentation models (YOLO etc.).




Synthetic-to-real domain adaptation studies.




Dimensional measurement and defect detection in industrial QA research.



Limitations





The current real dataset is small (10 images, with annotations), intended as an anchor for synthetic-to-real transfer.




Synthetic images are based on flat sheet-metal coupons with holes and slots; more complex geometries are planned for future releases.
DOI: 10.5281/zenodo.17244643
title: Synthetic-to-Real Dataset for Industrial Quality Control of Sheet Metal Parts (Holes and Slots)

description: This dataset accompanies the research on mobile-based industrial quality control using LiDAR and YOLO segmentation. It includes both real annotated images of sheet-metal coupons and synthetic photorealistic renderings generated from CAD models. The dataset is designed to support training and evaluation of instance segmentation and measurement pipelines for industrial inspection tasks.

Contents





Real Images:





High-resolution photographs of sheet-metal coupons with holes and slots.




Manually annotated polygon masks for features (holes, slots).






Synthetic Images:





243 images generated with BlenderProc from CAD models created in CadQuery.




Photorealistic rendering with PBR metal textures, HDRI lighting, and varied cluttered/clean backgrounds.




Pixel-level segmentation masks aligned with CAD geometry.





See file example.png in the dataset for an illustration of annotations. 

Annotations





The dataset contains 3 object classes:





part → the entire workpiece outline (blue in the example figure)




slot → rectangular/rounded slots (orange)




hole → circular features (green)






Each image has an associated annotation file (.txt) in YOLO polygon format.




Each row in the .txt file corresponds to one object instance (part, slot, or hole).




The structure of each row is:



 

<class_id> <x1> <y1> <x2> <y2> ... <xn> <yn>







<class_id> → integer index of the object class (0=part, 1=slot, 2=hole)




<xi> <yi> → normalized polygon vertex coordinates (range [0,1] relative to image width/height)




Polygons can have variable length depending on the number of vertices




At least 4 points are used to represent each shape (more for complex boundaries)





Usage

The dataset can be used for:





Training and validating instance segmentation models (YOLO etc.).




Synthetic-to-real domain adaptation studies.




Dimensional measurement and defect detection in industrial QA research.



Limitations





The current real dataset is small (10 images, with annotations), intended as an anchor for synthetic-to-real transfer.




Synthetic images are based on flat sheet-metal coupons with holes and slots; more complex geometries are planned for future releases.
DOI: 10.15468/dl.ugfkdf
title: Occurrence Download

description: A dataset containing 5809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer davidii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5809 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051117-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xcy9q
title: Occurrence Download

description: A dataset containing 35535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix appendiculata"
 ]
}

 The dataset includes 35535 records from 160 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051118-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnaan2
title: Occurrence Download

description: A dataset containing 1910 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rumex nepalensis",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1910 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051119-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6mwbam
title: Occurrence Download

description: A dataset containing 6648 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salix waldsteiniana"
 ]
}

 The dataset includes 6648 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051120-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5c9pn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus pumpellianus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051121-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/cr4f-4e75-7x06
title: ACE-ASIA: R/V Ron Brown Aerosol optical depth. Version 1.0

description: This dataset contains radiation aerosol optical depth measurements using a sunphotometer taken aboard the Ron Brown ship during the ACE-Asia field project. This dataset contains the tab delimited (.acf) data files. Data can also be downloaded in a netCDF format.
DOI: 10.15468/dl.5wy9da
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer duplicatoserratum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 175 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051122-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.