cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.h8s2gk
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Notacanthus bonaparte Risso, 1840",
 "Year 1950-2000"
 ]
}

 The dataset includes 121 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007091-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-34353
title: Claims (GX 14234 - GX 14635), 1987

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1987. PART OF A SERIES: The series includes materials related to the work product of Price Waterhouse, whose staff investigated citizen complaints and civil litigation claims involving the LAPD. Included are claims reports, claims analyses, card files, and arbitration reports; summaries of 83 selected civil litigation cases; materials from the personnel files of LAPD officers named in these cases, as well as documents listing their subsequent penalties; and statistics that break complaints down according to a variety of criteria, including race, gender, and police division.
DOI: 10.15468/dl.nklfya
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allium mongolicum Regel",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002432-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-3820
title: Police Department response to the 1965 McCone Commission report & Christian and Jews Joint Task Force on South Central Los Angeles report, 1983, 1991

description: Reports - Police Department Response to the 1965 McCone Commission Report and to the Christian and Jews Joint Task Force on South Central Los Angeles Report by the LAPD Planning and Research Division, 1983, 1991. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.eucyh3
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Baccaurea dolichobotrys Merr."
 ]
}

 The dataset includes 52 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033984-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-4799
title: Packet of various newspaper articles on Tampa police, 1987-03-03/1990-06-14

description: Packet of various newspaper articles on Tampa police, 1987-03-03; 1987-04-07; 1987-04-26; 1987-06-11; 1987-12-10; 1987-12-11; 1987-12-12; 1987-12-13; 1987-12-15; 1990-03-29; 1990-04-28; 1990-05-23; 1990-05-26; 1990-06-14. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.ewcidi
title: Occurrence Download

description: A dataset containing 22821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Florisuga mellivora (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22821 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002432-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esgj8f
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tupaia dorsalis Schlegel, 1857"
 ]
}

 The dataset includes 41 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007110-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-4798
title: Packet of various newspaper articles on Tampa police, 1987-03-03/1990-06-14

description: Packet of various newspaper articles on Tampa police, 1987-03-03; 1987-04-07; 1987-04-26; 1987-06-11; 1987-12-10; 1987-12-11; 1987-12-12; 1987-12-13; 1987-12-15; 1990-03-29; 1990-04-28; 1990-05-23; 1990-05-26; 1990-06-14. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.25549/independent-c69-3397
title: Investigation of the Glendale Police Department’s hiring & employment practices..., v. 2, 1988-01

description: Reports - Ochoa and Sillas. "Investigation of the Glendale Police Department’s hiring and employment practices as they pertain to racial and ethnic minorities, volume II", 1988 January, received, 1991 April 4. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.hquvra
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia occidua Epling"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002432-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvtxuu
title: Occurrence Download

description: A dataset containing 1479 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dillenia suffruticosa (Griff.) Martelli"
 ]
}

 The dataset includes 1479 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007103-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-3380
title: Investigation of the Glendale Police Department’s hiring & employment practices..., v. 2, 1988-01

description: Reports - Ochoa and Sillas. "Investigation of the Glendale Police Department’s hiring and employment practices as they pertain to racial and ethnic minorities, volume II", 1988 January, received, 1991 April 4. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.lqthls
title: Occurrence Download

description: A dataset containing 514602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "or" : [
 "TaxonKey is Uria lomvia (Linnaeus, 1758)",
 "TaxonKey is Uria aalge (Pontoppidan, 1763)",
 "TaxonKey is Sterna dougallii Montagu, 1813",
 "TaxonKey is Rissa tridactyla (Linnaeus, 1758)",
 "TaxonKey is Puffinus mauretanicus Lowe, 1921",
 "TaxonKey is Puffinus baroli (Bonaparte, 1857)",
 "TaxonKey is Puffinus assimilis Gould, 1838",
 "TaxonKey is Polysticta stelleri (Pallas, 1769)",
 "TaxonKey is Pagophila eburnea (Phipps, 1774)",
 "TaxonKey is Larus fuscus fuscus"
 ]
 },
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 514602 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002432-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15039619
title: Preprocessed labelled CRISM data for training and validating interpretable classifiers.

description: The three files in this repository are pre-processed and labelled CRISM spectra. They are a subset of the CRISM Machine Learning Toolkit's Mineral Dataset compiled by Plebani et al. (2022). 

The Spectra were sampled from their respective Targeted Reduced Data Record (TRDR) infrared (IR) CRISM data records and then preprocessed to suppress noise and highlight revalent absorption features using the workflow developed by Plebani et al. (2022) and Convex Hull Removal, respectively. Finally, each spectra was normalized (i.e. converted to unit-vectors).

Classwise outliers in the dataset were identified and removed using the Local Outlier Factor (LOF) algorithm. The remaining spectra and their labels (i.e., dominant mineral species) and ancillary information were compiled into the first file - ReducedPreProcessedCRISMDataset.pkl. This ID included the ID (in the ML Toolkit) of the Image from which they were collected, the ID of the mineral outcrop (in the ML toolkit), as well as the Row and Column number of the pixel.

The spectra from each class - except High-Calcium Pyroxene and Hydroxylated Fe-sulfate - were divided into 1000 clusters each, using K-mediods clustering. The mediod of each cluster was sampled and compiled into a well-balanced training set (unified22MineralsinlierTrainingDatatset.pkl). This set also included all the spectra from High-Calcium Pyroxene and Hydroxylated Fe-sulfate.

The remaining spectra, i.e. non-cluster centres, were compiled into a separate, testing dataset - 22MineralsinlierValidationDatatset.pkl.
DOI: 10.5281/zenodo.15039620
title: Preprocessed labelled CRISM data for training and validating interpretable classifiers.

description: The three files in this repository are pre-processed and labelled CRISM spectra. They are a subset of the CRISM Machine Learning Toolkit's Mineral Dataset compiled by Plebani et al. (2022). 

The Spectra were sampled from their respective Targeted Reduced Data Record (TRDR) infrared (IR) CRISM data records and then preprocessed to suppress noise and highlight revalent absorption features using the workflow developed by Plebani et al. (2022) and Convex Hull Removal, respectively. Finally, each spectra was normalized (i.e. converted to unit-vectors).

Classwise outliers in the dataset were identified and removed using the Local Outlier Factor (LOF) algorithm. The remaining spectra and their labels (i.e., dominant mineral species) and ancillary information were compiled into the first file - ReducedPreProcessedCRISMDataset.pkl. This ID included the ID (in the ML Toolkit) of the Image from which they were collected, the ID of the mineral outcrop (in the ML toolkit), as well as the Row and Column number of the pixel.

The spectra from each class - except High-Calcium Pyroxene and Hydroxylated Fe-sulfate - were divided into 1000 clusters each, using K-mediods clustering. The mediod of each cluster was sampled and compiled into a well-balanced training set (unified22MineralsinlierTrainingDatatset.pkl). This set also included all the spectra from High-Calcium Pyroxene and Hydroxylated Fe-sulfate.

The remaining spectra, i.e. non-cluster centres, were compiled into a separate, testing dataset - 22MineralsinlierValidationDatatset.pkl.
DOI: 10.15468/dl.sw1lgq
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bulbophyllum meridense Rchb.f."
 ]
}

 The dataset includes 41 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001149-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rp44p
title: Occurrence Download

description: A dataset containing 3983 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago virgaurea L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Japan"
 ]
}

 The dataset includes 3983 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006048-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdjrgz
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus villosus Willd.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 196 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270255-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aztfwu
title: Occurrence Download

description: A dataset containing 10369 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Euphydryas maturna (Linnaeus, 1758)",
 "Year 1950-2020"
 ]
}

 The dataset includes 10369 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0127098-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.beyt6h
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum maremmanum Peccenini & Polatschek"
 ]
}

 The dataset includes 124 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062470-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ce35kh
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ochotona thibetana (A.Milne-Edwards, 1871)"
 ]
}

 The dataset includes 158 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030094-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqsz3w
title: Occurrence Download

description: A dataset containing 13288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2009-2021"
 ]
}

 The dataset includes 13288 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073980-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7s6n27
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum maderense Polatschek"
 ]
}

 The dataset includes 61 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062468-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2lpu0
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-109.20616 31.32614,-108.9576 32.11441,-108.95279 32.40967,-110.98045 32.20505,-111.05186 31.33438,-109.20616 31.32614))",
 "HasCoordinate is true",
 "TaxonKey is Hexalectris warnockii Ames & Correll",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001156-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gc84x4
title: Occurrence Download

description: A dataset containing 125150 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON(((5.598907470703125 43.481822852999905,5.511016845703125 43.509717009288075,5.400552749633789 43.51127322324609,5.412139892578125 43.54257572246922,5.4547119140625 43.563476493226595,5.480804443359375 43.61122246320032,5.483551025390625 43.6499881760459,5.503549575805664 43.66644361490711,5.598907470703125 43.66985832954972,5.69091796875 43.70362249839005,5.763702392578124 43.661911057260674,5.79254150390625 43.625141236940564,5.804901123046875 43.601278509333646,5.799407958984375 43.5734266934657,5.76507568359375 43.52565074189047,5.71563720703125 43.52166770320007,5.598907470703125 43.481822852999905)))"
 ]
}

 The dataset includes 125150 records from 387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0343657-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jb9vzb
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ammannia moggii (A.Fern.) S.A.Graham & Gandhi"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006063-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p8m5pr
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aloe bulbicaulis Christian"
 ]
}

 The dataset includes 39 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001157-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.