cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25908820.v1
title: Codes:Undertanding of the Predictability and Uncertainty in Population Distributions Empowered by Visual Analytics

description: This is the codes and the example data for the manuscript submitted to IJGIS entitled: <b><i>Undertanding of the Predictability and Uncertainty in Population Distributions Empowered by Visual Analytics</i></b><sup>Project Overview</sup><sup>This project aims to perform data preprocessing, population estimation, SHAP explanation of population estimation, uncertainty estimation, SHAP explanation of uncertainty, and result analysis. The source code is organized into multiple modules, and sample data files are provided.</sup><sup>Modules Description</sup><sup> Data Preprocessing</sup><sup> The module contains functions and classes to clean, transform, and prepare the data for further analysis and modeling.</sup><sup> Population Estimation</sup><sup> The module provides methods for estimating population size based on the preprocessed data. This includes various statistical and machine learning techniques.</sup><sup> SHAP Explanation of Population Estimation</sup><sup> The module uses SHAP (SHapley Additive exPlanations) to interpret and explain the results of the population estimation. It helps in understanding the contribution of each feature to the prediction.</sup><sup> Uncertainty Estimation</sup><sup> The module focuses on estimating the uncertainty in the population estimates. This is crucial for understanding the confidence level of the predictions.</sup><sup> SHAP Explanation of Uncertainty</sup><sup> The module applies SHAP to explain the uncertainty estimates, providing insights into the factors contributing to the uncertainty.</sup><sup> Result Analysis</sup><sup> The module is responsible for analyzing the results of the population estimation and uncertainty estimation. It includes various statistical analyses and visualization techniques to interpret the findings.</sup><br>
DOI: 10.15468/dl.jjux93
title: Occurrence Download

description: A dataset containing 3691 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anaxyrus microscaphus (Cope, 1867)"
 ]
}

 The dataset includes 3691 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000300-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6fsaj
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Koeleria luerssenii (Domin) Domin",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004643-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yu8xur
title: Occurrence Download

description: A dataset containing 5608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 9d77fdeb-100f-4b29-98ad-4effdd824457",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 5608 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122576-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kq3uij
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Uganda",
 "TaxonKey is Chlorophytum Ker Gawl."
 ]
}

 The dataset includes 92 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000306-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b2d2vr
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosella pavichii (Heuff.) Holub",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 113 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004633-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bz9qtm
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astrocaryum campestre Mart."
 ]
}

 The dataset includes 159 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134055-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nlfux
title: Occurrence Download

description: A dataset containing 898 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year 1990-2019",
 "DatasetKey is Fungal Records Database of Britain and Ireland",
 "HasCoordinate is true",
 "TaxonKey is Psilocybe semilanceata (Fr.) P.Kumm.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 898 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000314-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6etqck
title: Occurrence Download

description: A dataset containing 573 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 Aegithalos fuliginosus (J.Verreaux, 1869)"
 ]
}

 The dataset includes 573 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051895-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6te4w3
title: Occurrence Download

description: A dataset containing 466 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cathorops spixii (Agassiz, 1829)"
 ]
}

 The dataset includes 466 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122588-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8pce9m
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Crotalus ravus ravus"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000316-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3u9rye
title: Occurrence Download

description: A dataset containing 3724 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cerdocyon thous (Linnaeus, 1766)"
 ]
}

 The dataset includes 3724 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0346894-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mt1o70
title: Occurrence Download

description: A dataset containing 3183 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mormoops megalophylla megalophylla"
 ]
}

 The dataset includes 3183 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000305-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emadwp
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium inaequale Janka"
 ]
}

 The dataset includes 282 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003561-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jeywpe
title: Occurrence Download

description: A dataset containing 71617 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Podocarpaceae",
 "Year 1960-1990"
 ]
}

 The dataset includes 71617 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107457-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ng0cm4
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Country is Nicaragua",
 "Country is Costa Rica",
 "Country is Honduras",
 "Country is El Salvador"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Ninia sebae (Duméril, Bibron & Duméril, 1854)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 231 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000315-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z37b3j
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "Geometry POLYGON((-111.72472 48.85327,-99.92735 48.70104,-99.92715 61.59407,-111.74178 61.38084,-111.72472 48.85327))",
 "HasGeospatialIssue is false",
 "TaxonKey is Myotis lucifugus (Le Conte, 1831)"
 ]
}

 The dataset includes 140 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004688-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bycgke
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Distoechurus pennatus Peters, 1874"
 ]
}

 The dataset includes 93 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041261-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9bkpy
title: Occurrence Download

description: A dataset containing 3061 species occurrences available in GBIF matching the query:
{
 "SpeciesKey" : [
 "is one of (Grateloupia turuturu Yamada)"
 ]
}

 The dataset includes 3061 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041259-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwe6qu
title: Occurrence Download

description: A dataset containing 2977 species occurrences available in GBIF matching the query:
{
 "SpeciesKey" : [
 "is one of (Nymphaea lotus L.)"
 ]
}

 The dataset includes 2977 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041260-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfqv5f
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Artemisia argyi H.Lév. & Vaniot"
 ]
}

 The dataset includes 224 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0346895-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqxmmc
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Country is Nicaragua",
 "Country is Costa Rica",
 "Country is Honduras",
 "Country is El Salvador"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Ninia maculata (Peters, 1861)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 183 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000324-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8mt75
title: Occurrence Download

description: A dataset containing 1268 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Koenigia divaricata (L.) T.M.Schust. & Reveal",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1268 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004664-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n948dy
title: Occurrence Download

description: A dataset containing 18586 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Sightings Map of Invasive Plants in Portugal"
 ]
}

 The dataset includes 18586 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107446-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rylymf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Potamobatrachus trispinosus Collette, 1995"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010528-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fe2uvt
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosella megatricha (Borbás) Soják",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004677-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q48nh4
title: Occurrence Download

description: A dataset containing 2983 species occurrences available in GBIF matching the query:
{
 "SpeciesKey" : [
 "is one of (Callisia repens (Jacq.) L.)"
 ]
}

 The dataset includes 2983 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041263-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpsrrz
title: Occurrence Download

description: A dataset containing 554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1430.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tamarix ramosissima Ledeb.",
 "Year 2018-2020"
 ]
}

 The dataset includes 554 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088928-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnnteg
title: Occurrence Download

description: A dataset containing 1315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Euphonia concinna P.L.Sclater, 1855",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1315 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000330-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7agfg
title: Occurrence Download

description: A dataset containing 61653 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamogeton natans L.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 61653 records from 363 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003554-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-27062
title: LAPD meeting notes, 1991 Apr. 23 - July 9

description: Handwritten notes from several LAPD staff and working group meetings regarding the Rodney King incident. 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.g484sk
title: Occurrence Download

description: A dataset containing 108246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Procyon lotor (Linnaeus, 1758)"
 ]
}

 The dataset includes 108246 records from 410 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004319-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.urx1mx
title: Occurrence Download

description: A dataset containing 11943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trisetum spicatum (L.) K.Richt.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11943 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003088-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-2516
title: Gates v. Police Commission [13], 114. Transcript of 1991-05-01 proceedings, 1991-05-06

description: Exhibit (pp. 001957-002091): Chief Gates v. Police Commission. Appellate documents, volume 3, 1991 May 1-9 [folder 1 of 3]. I.e., Daryl F. Gates v. Board of Police Commissioners: LASC no. BS006789, Litigation file, vol. 9 [114: exhibits]. Transcript of proceedings of 1991 May 1, transcribed 1991 May 6. 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.mmr99d
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus sandalaschensis Nikitina"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036398-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfwqto
title: Occurrence Download

description: A dataset containing 374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dendrocalamus Nees",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 374 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003088-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6psbeh
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicliptera quintasii Lindau"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003088-150912100344238/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fge2yd
title: Occurrence Download

description: A dataset containing 735 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemitrygon akajei (Müller & Henle, 1841)"
 ]
}

 The dataset includes 735 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051933-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wh45z2
title: Occurrence Download

description: A dataset containing 460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myristicaceae",
 "DatasetKey is herbario"
 ]
}

 The dataset includes 460 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003088-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.