cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.m5zqk7
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Martes pennanti (Erxleben, 1777)",
 "HasCoordinate is True",
 "Year is greater than or equal to 2005",
 "Year is less than or equal to 2016",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False"
 ]
}

 The dataset includes 108 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000229-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-629
title: Gender Research, 1969-1991

description: Who is More Violent: The Male or Female Police Officer Sean A. Grennan, Ph.D. PART OF A SERIES: Graham & James collected research materials pertaining to the role of gender in policing. Included in the series are academic journal articles, working papers, reports, and a dissertation regarding the role and performance of female police officers. Also included is the firm's correspondence. Most materials in the series are derived from academic sources.
DOI: 10.15468/dl.pgb81l
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus bumelioides Liebm.",
 "Country is Costa Rica",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 173 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002451-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-450
title: Gender Research, 1991

description: Independent Commission on the Los Angeles Police Departments, "Materials on Gender Issues in Policing" May 13, 1991. PART OF A SERIES: Graham & James collected research materials pertaining to the role of gender in policing. Included in the series are academic journal articles, working papers, reports, and a dissertation regarding the role and performance of female police officers. Also included is the firm's correspondence. Most materials in the series are derived from academic sources.
DOI: 10.15468/dl.uhzbju
title: Occurrence Download

description: A dataset listing the 6 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ceroplastes rubens Maskell, 1893"
 ]
}

 The dataset's 6 records were derived from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007229-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-7812
title: Requests for Commission reports [10], 1991-07-12/1991-07-26

description: Requests for Commission reports, 1991-07-12/1991-07-26. 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.mpaika
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudoeurycea amuzga Pérez-Ramos & Saldaña de la Riva, 2003",
 "DatasetKey is UTA Reptiles"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002451-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d75gh5
title: Occurrence Download

description: A dataset containing 1310 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Pedicularis thamnophila (Hand.-Mazz.) H.L.Li, Pedicularis rex C.B.Clarke ex Maxim., Pedicularis cyathophylla Franch., Pedicularis cyathophylloides H.Limpr., Pedicularis superba Franch. ex Maxim.)"
 ]
}

 The dataset includes 1310 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011208-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-8175
title: Requests for Commission reports [12], 1991-07-09/1991-07-13

description: Requests for Commission reports, 1991-07-09/1991-07-13. 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.z7lkyx
title: Occurrence Download

description: A dataset containing 106640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus L.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 106640 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002451-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-8172
title: Requests for Commission reports [12], 1991-07-09/1991-07-13

description: Requests for Commission reports, 1991-07-09/1991-07-13. 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: 10.6084/m9.figshare.25745424.v1
title: Supplementary materials: Matching-adjusted indirect comparison via a polynomial-based non-linear optimization method

description: <b>These are peer-reviewed supplementary materials for the article '</b><b>Matching-adjusted indirect comparison via </b><b>a polynomial-based non-linear </b><b>optimization method</b><b>' published in the</b><b> </b><b><i>Journal of Comparative Effectiveness Research</i></b><b>.</b><b>PolyMAIC SAS code for Scenario A (narrow tolerances)</b><b>PolyMAIC SAS code for Scenario D (wide tolerances)</b><b>Aim: </b>To demonstrate the potential of fourth-order polynomials within a non-linear optimization framework formatching-adjusted indirect comparison (MAIC). <b>Materials &methods:</b> Simulated individual patient data were reweighted via fourth-order polynomials (polyMAIC) to match aggregate-level data across multiple baseline characteristics. The polyMAIC approach employed pre-specified matching tolerances and maximum allowable weights. Matching performance against aggregate-level targets was assessed, and also compared against the current industry-standard MAIC approach (Signorovitch). <b>Results: </b>The polyMAIC method matched aggregate-level targets within pre-specified tolerances. Effective sample sizes were either similar to or somewhat higher than those obtained from the Signorovitch method. Performance gains from polyMAIC tended to increase as matching complexity increased. <b>Conclusion: </b>PolyMAIC incorporates greater flexibility than the industry-standard MAIC approach and demonstrates matching potential.
DOI: 10.15468/dl.ah8qx5
title: Occurrence Download

description: A dataset containing 1899 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is 2000",
 "TaxonKey is Insecta",
 "Country is Madagascar"
 ]
}

 The dataset includes 1899 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002619-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-8173
title: Requests for Commission reports [12], 1991-07-09/1991-07-13

description: Requests for Commission reports, 1991-07-09/1991-07-13. 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.gafuez
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus depressipes Trel.",
 "Country is Mexico"
 ]
}

 The dataset includes 132 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002451-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdyb5c
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Salvia drymocharis Epling ex Standl."
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000236-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-8176
title: Requests for Commission reports [12], 1991-07-09/1991-07-13

description: Requests for Commission reports, 1991-07-09/1991-07-13. 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.nelywq
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Puya chilensis Molina"
 ]
}

 The dataset includes 100 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002451-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ja7a7
title: Occurrence Download

description: A dataset containing 1363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "TaxonKey is Insecta",
 "Year 2016-2016"
 ]
}

 The dataset includes 1363 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057174-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-8168
title: Requests for Commission reports [12], 1991-07-09/1991-07-13

description: Requests for Commission reports, 1991-07-09/1991-07-13. 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.qtygfg
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Edgeworthia gardneri Meisn.",
 "Country is Nepal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002451-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-8215
title: Requests for Commission reports [12], 1991-07-09/1991-07-13

description: Requests for Commission reports, 1991-07-09/1991-07-13. 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.ctgz7t
title: Occurrence Download

description: A dataset containing 638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "TaxonKey is Otomys irroratus (Brants, 1827)"
 ]
}

 The dataset includes 638 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048636-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zhqtuj
title: Occurrence Download

description: A dataset containing 1048302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1048302 records from 1363 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001133-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yv32np
title: Occurrence Download

description: A dataset containing 26831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Bromus secalinus L."
 ]
}

 The dataset includes 26831 records from 497 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002850-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ths86
title: Occurrence Download

description: A dataset listing the 13163 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-237.17542 25.72955,-239.01964 26.43506,-241.13709 23.90072,-241.88845 21.82389,-238.19999 21.37934,-237.17542 25.72955))",
 "HasGeospatialIssue is false",
 "TaxonKey is Insecta"
 ]
}

 The dataset's 13163 records were derived from 190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002833-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14231229
title: Durham Urban Canopy Analysis and Enhancement Initiative (DUCAEI)

description: Durham Urban Canopy Analysis and Enhancement Initiative (DUCAEI)

The Class is a custom dataset class that brings together information from two distinct domains into a unified dataset. This class is designed to streamline the process of working with data from different sources and enable users to seamlessly access and analyze combined datasets.

The Durham Urban Canopy Analysis and Enhancement Initiative (DUCAEI) is committed to utilizing the Trees & Planting Sites dataset for a comprehensive geospatial analysis of Durham's urban tree canopy. Through Python within Google Colab, our aim is to identify key locations for canopy expansion, evaluate the impact of urban development on green spaces, and deliver informed recommendations for the sustainable growth of urban tree coverage.

Background and Rationale

Durham's urban tree canopy is a crucial component that contributes to environmental quality, public health, and overall city aesthetics. This canopy is under threat due to ongoing urban development and natural wear. A systematic, data-driven approach is critical for strategic planning and conservation of the urban forest to ensure its vitality for generations to come.

Data Sources and Methodology

These data files are from durham open.

And for the .py file:

The provided Python script defines a dataset class named DurhamTrees using the datasets library. This class combines information from two different domains ("class1_domain1" and "class2_domain1") and includes features from both domains.

Trees & Planting Sites Dataset: Hosted on the Durham Open Data portal, this dataset includes location, species, size, and health of street trees, alongside designated future planting sites. Data Source: Durham Trees & Planting Sites Dataset https://live-durhamnc.opendata.arcgis.com/datasets/DurhamNC::trees-planting-sites/about