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

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Thailand, Indonesia, Cambodia, Viet Nam)",
 "TaxonKey is Podolestes coomansi Lieftinck, 1940"
 ]
}

 The dataset includes 36 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001845-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cc4nr4
title: Occurrence Download

description: A dataset listing the 558 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Argentina",
 "TaxonKey is Senecio L."
 ]
}

 The dataset's 558 records were derived from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001838-250227182400228/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.27248328
title: McPed

description: <b>M</b>ulti-modality ground-to-air <b>c</b>ross-view <b>P</b>ose <b>e</b>stimation <b>d</b>ataset for field robots (McPed)
DOI: 10.15468/dl.dzk7s8
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Hyoscyamus niger L."
 ]
}

 The dataset includes 58 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001889-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f95qk9
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Thailand, Indonesia, Cambodia, Viet Nam)",
 "TaxonKey is Podolestes coomansi Lieftinck, 1940"
 ]
}

 The dataset includes 36 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001890-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3fhjyh
title: Occurrence Download

description: A dataset containing 666755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Esox lucius Linnaeus, 1758)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 666755 records from 563 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001839-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qjbyx
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Occurrence evidence)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Setaria arenaria Kitag."
 ]
}

 The dataset includes 44 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001891-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b5q4fy
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Nepeta caerulea Aiton"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001846-250227182400228/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.28512713
title: 自贸区

description: 中国自贸区数据
DOI: 10.6084/m9.figshare.28512713.v1
title: 自贸区

description: 中国自贸区数据
DOI: 10.15468/dl.2dq5d9
title: Occurrence Download

description: A dataset containing 8913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ruditapes philippinarum (A.Adams & Reeve, 1850))",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8913 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001847-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sun9jt
title: Occurrence Download

description: A dataset containing 485794198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 485794198 records from 15308 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001853-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13993253
title: Mouse CA1 Calcium Imaging and Behavioural Dataset in 3x3 Geometric Morph Paradigm

description: The following dataset was collected by Dr. J. Quinn Lee, Dr. Alexandra T. Keinath, and Erica Cianfarano in the laboratory of Dr. Mark P. Brandon. All methods and details are described in the original research article reporting these data published in Neuron: Lee, Keinath, Cianfarano, and Brandon (2025) Identifying representational structure in CA1 to benchmark theoretical models of cognitive mapping. Any use of the following dataset must cite the original publication in Neuron. The code base to reproduce all analyses and figures can be found at: https://github.com/jquinnlee/georepca1

The dataset (Python joblib files or MATLAB .mat files in the zipped "data" folder) are given names of animal IDs from the original study that can be downloaded from Zenodo and contain the following fields in each file:

SFPs: spatial footprints (also known as ROI) for every registered cell, centered over each cell. Shape - Dimx, dimy, number of SFPs (ROIs), number of days. If cell is not registered it will be nan along dimx and dimy for a given day.

blocked: location of blocked (occluded) partitions in 3x3 design of environment. Location of partitions are shown in paper, but are organized in the following way – [[0, 1, 2], [3, 4, 5], [6, 7, 8]]. If no partitions are blocked, value is -1.

centroids: centroid of spatial footprint. Shape – number of cells, x-y location, number of days.

envs: environment shape identified with string name

maps: three types of maps generated from the dataset. “sampling” is the occupancy of animal in each spatial bin, shape – xbins, ybins, number of days. “smoothed” is the event rate map smoothed with 2.5 cm gaussian kernel, shape – xbins, ybins, number of cells, number of days. “unsmoothed” is the same event rate map data without smoothing.

position: x-y position data for all days. List shape number of days, with shape on each day indicating x-y position in first dimension, and number of temporal bins / frames in second dimension.

trace: rise-extracted calcium traces, where “1” indicates a significant event. See paper for details on processing pipeline. If cell is not registered on given day, will appear as nan the same shape.

Precomputed results can also be downloaded in the zipped "results" folder to avoid recomputing main results from scratch using the Github code base linked above.
DOI: 10.5281/zenodo.13993254
title: Mouse CA1 Calcium Imaging and Behavioural Dataset in 3x3 Geometric Morph Paradigm

description: The following dataset was collected by Dr. J. Quinn Lee, Dr. Alexandra T. Keinath, and Erica Cianfarano in the laboratory of Dr. Mark P. Brandon. All methods and details are described in the original research article reporting these data published in Neuron: Lee, Keinath, Cianfarano, and Brandon (2024) Identifying representational structure in CA1 to benchmark theoretical models of cognitive mapping. Any use of the following dataset must cite the original publication in Neuron. Please consult with the authors for more information.
DOI: 10.5281/zenodo.14867736
title: Mouse CA1 Calcium Imaging and Behavioural Dataset in 3x3 Geometric Morph Paradigm

description: The following dataset was collected by Dr. J. Quinn Lee, Dr. Alexandra T. Keinath, and Erica Cianfarano in the laboratory of Dr. Mark P. Brandon. All methods and details are described in the original research article reporting these data published in Neuron: Lee, Keinath, Cianfarano, and Brandon (2025) Identifying representational structure in CA1 to benchmark theoretical models of cognitive mapping. Any use of the following dataset must cite the original publication in Neuron. The code base to reproduce all analyses and figures can be found at: https://github.com/jquinnlee/georepca1

The dataset (Python joblib files or MATLAB .mat files in the zipped "data" folder) are given names of animal IDs from the original study that can be downloaded from Zenodo and contain the following fields in each file:

SFPs: spatial footprints (also known as ROI) for every registered cell, centered over each cell. Shape - Dimx, dimy, number of SFPs (ROIs), number of days. If cell is not registered it will be nan along dimx and dimy for a given day.

blocked: location of blocked (occluded) partitions in 3x3 design of environment. Location of partitions are shown in paper, but are organized in the following way – [[0, 1, 2], [3, 4, 5], [6, 7, 8]]. If no partitions are blocked, value is -1.

centroids: centroid of spatial footprint. Shape – number of cells, x-y location, number of days.

envs: environment shape identified with string name

maps: three types of maps generated from the dataset. “sampling” is the occupancy of animal in each spatial bin, shape – xbins, ybins, number of days. “smoothed” is the event rate map smoothed with 2.5 cm gaussian kernel, shape – xbins, ybins, number of cells, number of days. “unsmoothed” is the same event rate map data without smoothing.

position: x-y position data for all days. List shape number of days, with shape on each day indicating x-y position in first dimension, and number of temporal bins / frames in second dimension.

trace: rise-extracted calcium traces, where “1” indicates a significant event. See paper for details on processing pipeline. If cell is not registered on given day, will appear as nan the same shape.

Precomputed results can also be downloaded in the zipped "results" folder to avoid recomputing main results from scratch using the Github code base linked above.
DOI: 10.25549/independent-c69-7992
title: Requests for Commission reports [11], 1991-07-09/1991-07-29

description: Requests for Commission reports, 1991-07-09/1991-07-29. 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.jaxn7h
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Ptychadena perplicata Laurent, 1964"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037400-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxgy4e
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((11.041 -4.122,11.491 -4.122,11.491 -3.673,11.041 -3.673,11.041 -4.122))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Squamata, Crocodylia, Testudines, Mammalia)"
 ]
}

 The dataset includes 37 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002081-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-7921
title: Requests for Commission reports [11], 1991-07-09/1991-07-29

description: Requests for Commission reports, 1991-07-09/1991-07-29. 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-c69-423
title: Who Rules the Police? by Leonard Ruchelman, 1973

description: Leonard I. Ruchelman, editor. "Sources of external control: Task force on the police", chapter 3 in Who rules the police? New York, New York: New York University Press, 1973: pp. 31-38; also title page. PART OF A SERIES: Included in the series are research materials collected by the staff of First Interstate Bancorp during their broad analysis of municipal police departments' structure and function. The series consists primarily of excerpts from books, reports, academic journals, case studies, and other published sources regarding the proper role of police in society. Also included are inventories of other sources relevant to staff's investigation, correspondence and memoranda, speech transcripts, and excerpts from the Congressional Record regarding the implementation of a 10-year fixed term for the FBI Director.
DOI: 10.25549/independent-c69-44588
title: Correspondence, 1991 Jan. 31 - May 1

description: General correspondence and materials obtained from other sources. Included are drafts of the report as well as correspondence amongst the general counsel and deputy general counsel, and a collection of material including: Interview summaries, witness interview list, witness statements, 1991 January 31 - May 1. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.byqyy4
title: Occurrence Download

description: A dataset containing 1818734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Oceania",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Year 2019-2021"
 ]
}

 The dataset includes 1818734 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168522-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvxyd4
title: Occurrence Download

description: A dataset containing 344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Anillamiento SEO_Bird ringing",
 "TaxonKey is Geronticus eremita (Linnaeus, 1758)"
 ]
}

 The dataset includes 344 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001529-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-44732
title: Organization flow charts, 1990 Mar. 7 - 1991

description: Organization flow charts including: LAPD's personnel complaint procedures, organization of LAPD, office of administration services, office of the chief of police, etc., 1990 March 7 - 1991. PART OF A SERIES: To better understand how LAPD management reacts to problem officers, Skadden, Arps, Slate, Meagher & Flom examined the Department's procedures regarding the identification, documentation, and response to personnel complaints. The series includes memoranda and correspondence; attorney notes; materials related to the firm's administrative capacities, including staff rosters and work plans; flow charts that illustrate the LAPD's structure and organization; and draft copies of the firm's contributions to the Commission report.
DOI: 10.15468/dl.uc8bby
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fibigia khoshyelaqensis Ranjbar & Rostami"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042161-220831081235567/datasets/export for details.
DOI: 10.15468/dl.smcpke
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atraphaxis jrtyschensis Chang Y.Yang & Y.L.Han, 1984"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012800-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-41852
title: Penalty information, 1991

description: Collection of complaint reports against police officers - information re reports includes nature of incident, date of incident, penalty officer faced for incident, etc. (1971-1991), 1991. 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.bf22jp
title: Occurrence Download

description: A dataset containing 1955 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thamnistes anabatinus"
 ]
}

 The dataset includes 1955 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001530-150221044754056/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-41847
title: Penalty information, 1991

description: Collection of complaint reports against police officers - information re reports includes nature of incident, date of incident, penalty officer faced for incident, etc. (1971-1991), 1991. 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.vgt8tb
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leucoptera nodosa (Thunb.) B.Nord."
 ]
}

 The dataset includes 61 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012797-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-41846
title: Penalty information, 1991

description: Collection of complaint reports against police officers - information re reports includes nature of incident, date of incident, penalty officer faced for incident, etc. (1971-1991), 1991. 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.mvzv1u
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asplenium pumilum Sw.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 171 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001530-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.