cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14984945
title: Precipitation Data Eagle Creek

description: Precipitation data from 1999-2025 for Eagle Creek Watershed
DOI: 10.15468/dl.2by2y2
title: Occurrence Download

description: A dataset containing 4610405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tracheophyta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is Canada"
 ]
}

 The dataset includes 4610405 records from 421 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007632-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2j2tnm
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Antarctica, Asia, Oceania, Europe, North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Poecilotheria Simon, 1885"
 ]
}

 The dataset includes 167 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007574-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aucwxs
title: Occurrence Download

description: A dataset containing 9040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Odocoileus virginianus (Zimmermann, 1780)"
 ]
}

 The dataset includes 9040 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007575-250227182400228/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.28551086
title: Part 3: Includes NRI code to test Darwin's Naturalization Conundrum, as well as GBIF data to run code

description: GBIF data is necessary to run this code. See Part 2 folder, as it is all the same info. This script is the same as NRI-PT2-022825, except for one primary difference. This includes the “add.inv.sp” function, which includes the invasive species in NRI calculation, even if it was not originally in the transect list. This way we are seeing relatedness of the invasive species to the rest of the community.
DOI: 10.6084/m9.figshare.28551086.v1
title: Part 3: Includes NRI code to test Darwin's Naturalization Conundrum, as well as GBIF data to run code

description: GBIF data is necessary to run this code. See Part 2 folder, as it is all the same info. This script is the same as NRI-PT2-022825, except for one primary difference. This includes the “add.inv.sp” function, which includes the invasive species in NRI calculation, even if it was not originally in the transect list. This way we are seeing relatedness of the invasive species to the rest of the community.
DOI: 10.15468/dl.xcj73y
title: Occurrence Download

description: A dataset containing 1112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tridacna gigas (Linnaeus, 1758)"
 ]
}

 The dataset includes 1112 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007576-250227182400228/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.28551077
title: Part 2: Includes code to get NRI values for PT2, as well as GBIF data needed to run code

description: <b>WARNING: This code takes a very, very long time to run (~20 minutes- 1 hour per country). Running this code is NOT necessary to check the code in PTS-2-3-Analysis-022825.</b><b>The R script to calculate NRI is </b><b>NRI-PT2-022825</b>For six globally distributed invasive plants, we determined which countries the plant was invasive in using GRIIS (link: GRIIS.org/). We then went to GBIF and looked at all the global observations and went country by country and drew a rectangle over 70%+ of the country's observations (which we refer to as the area most densely invaded). We downloaded those observations, along with all the plant observations in the same space, with appropriate restrictions (year, quality, human observations, etc). The GBIF data are available in figshare, as are the citations. We then randomly chose transects within each country and made a list of all the plants in each transect. I then followed this tutorial (https://pedrohbraga.github.io/CommunityPhylogenetics-Workshop/CommunityPhylogenetics-Workshop.html) to calculate the NRI of each of the transects.b. Ultimately, the result of this file is a series of csvs (uploaded to figshare) that include the NRI values for each transect (across all plants).<br><b>To run this code, you need the GBIF data used. </b>The GBIF citations include a DOI where you can access/download the data. The GBIF citations can be found in figshare (labeled GBIF Citations), but also in the supplementary materials.NOTE: Many of the GBIF files are too large to directly upload. In the figshare folder, in addition to the citations where you can access ALL the data by downloading each one individually, I have uploaded a sample of csvs that are ready for use.<b> In other words, access to all the GBIF data is in the GBIF Citations doc, but I have also put in a couple of example GBIF csvs as well.</b>I am more than happy to send the csvs (along with their GBIF citations) directly to people, however, it would need to be via a site that allows the transfer of large files.
DOI: 10.6084/m9.figshare.28550489
title: Part 1: Includes the code (PT1-Analysis-022825) and data files needed to run code

description: <b>PT1-Analysis-022825: </b>This file takes a dataframe containing climatic, economic, and species richness data for the 149 countries included in this study and uses structural equation modeling to explore the relationships between these variables. The script includes data cleaning, log transformations, detecting spatial autocorrelation, AIC model selection, SEM analysis, and ultimately visualization (making the figures in this manuscript).<b><i>To run this script, the following pieces of data are needed: </i></b><b>a.</b><b> </b><b>final.comps.country.table.csv:</b><b> </b>This includes the following column names: Country (the name), Population, area (in km^2), island (whether the country is island or mainland. Countries that have islands were categorized as mainland-- the US, for example), plantNum (which is the total number of native plants, which was collected from literature on country level floral surveys or convention on biological diversity reports), region (North Africa, Eastern Europe, etc), climate (tropics vs temperate), nias (number of invasive species according to GRIIS*), and naliens (number of alien species according to GRIIS*)<b>b.</b><b> </b><b>KOFGI_2021.csv:</b> This is a file that has the KOF indices for each country from 2021. This was sourced from https://kof.ethz.ch/en/forecasts-and indicators/indicators/kof-globalisation-index.html<b>c.</b><b> </b><b>per capita gdp 2021- correct.csv: </b>This is a file that has the per capita GDP values for each country from 2021. This was sourced from https://data.worldbank.org/indicator/NY.GDP.PCAP.CD<b>d.</b><b> </b><b>*GRIIS csv files for 149 countries, sourced from griis.org: </b>NOTE: You do NOT need this to run the code. We used the GRIIS files to find the number of alien and invasive species in each country. This data has been added to the final.comps.country.table.csv (see above). However, the GRIIS files are still uploaded to figshare, and the code that counts the number of alien and invasive plants in each country IS available in this R script. To bypass the species counts (so you do not have to upload all 149 csv files), simply go to the section that says “START” and make sure you have your working directory set correctly, and the country table downloaded and read in.
DOI: 10.15468/dl.v5vr66
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Thunnus",
 "HasCoordinate is True",
 "DecimalLongitude is less than or equal to 55.0",
 "DecimalLongitude is greater than or equal to -90.0",
 "DecimalLatitude is less than or equal to 40.0",
 "DecimalLatitude is greater than or equal to -60.0",
 "Year is less than or equal to 2025",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007642-250227182430271/datasets/export for details.
DOI: 10.35080/data.c.2021.p07
title: 中国地质调查局: 辽宁省他拉皋幅(K51E015003)1∶50 000地质图数据库
title: 1:50,000 Geological Map Database of Talagao Map Sheet (K51E015003), Liaoning Province, China

description: 辽宁他拉皋幅（K51E015003）1∶50 000地质图根据《1∶50 000区域地质调查技术要求》（DD 2019—01）和行业的其他统一标准及要求，充分利用1∶200 000 区域地质、1∶250 000 区域地质调查工作资料，采用数字地质调查系统（DGSS），进行野外地质填图和数据库建设。通过遥感解译、野外数字填图等手段采集数据，完成辽宁他拉皋幅1∶50 000地质填图386.2 km<sup>2</sup>，系统编制了辽宁他拉皋幅1∶50 000地质图、矿产图、建造构造图，并依据《数字地质图空间数据库标准》（DD 2006—06）建立了数据库。图件详细填绘了金岭寺—羊山盆地、朝阳—北票盆地及分割盆地的岭的物质组成和构造组合特点，共计划分了25个地层填图单位，建立了测区岩石地层格架，分析了各地层层序特征并划分了沉积建造类型，识别出中元古代和中侏罗世2期以脉岩和岩株形式产出的侵入岩。该地质图数据库为MapGIS 格式，包括25个沉积（火山）地层单位，2个侵入岩单位，数据量为238 MB，其中地质体面实体数据108个、路线长度657 km、地质点<number>1144</number>个、地质 （界）线数据310条、278个产状数据、摄像 （照片）数据256个，薄片89件，锆石U–Pb 测年数据2件、光释光测年数据7件、岩石地球化学分析数据20件。该图幅建立了辽西中生代陆相地层格架，确定了侏罗系—白垩系界线，圈定北票组烃源岩分布范围并评价其质量，反映了1∶50 000 区域地质调查基础性成果，对中生代陆相地层对比研究具有重要的科学研究价值，对油气资源勘探具有重要指导作用。本数据库建立过程始终坚持完善的质量控制体系，确保了数据的真实性、可靠性和准确性，为该区矿产地质调查、地质灾害防治及生态环境保护、工程施工等提供基础地质支撑。
DOI: 10.15468/dl.k4qjr2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Thunnus",
 "HasCoordinate is True",
 "DecimalLongitude is less than or equal to 55.0",
 "DecimalLongitude is greater than or equal to -90.0",
 "DecimalLatitude is less than or equal to 40.0",
 "DecimalLatitude is greater than or equal to -60.0",
 "Year is less than or equal to 2025",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007577-250227182400228/datasets/export for details.
DOI: 10.15468/dl.8bxeqx
title: Occurrence Download

description: A dataset containing 430 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mammals on Australian Islands"
 ]
}

 The dataset includes 430 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007643-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvgs3h
title: Occurrence Download

description: A dataset containing 57895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chondrilla juncea L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 57895 records from 813 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007573-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyrpg4
title: Occurrence Download

description: A dataset containing 158551 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Epilobium ciliatum Raf.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 158551 records from 782 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007638-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8svjg
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Cladopus austrosinensis M.Kato & Y.Kita"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051599-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36789
title: Claims (GX 15136 - GX 15571), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. 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.yttjg0
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vachellia caven (Molina) Seigler & Ebinger"
 ]
}

 The dataset includes 45 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002302-150721130643939/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36834
title: Claims (GX 15136 - GX 15571), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. 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.5sdthx
title: Occurrence Download

description: A dataset containing 3165 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Composición florística y estructura de una parcela permanente en bosques secos tropicales del Santuario de Flora y Fauna Los Colorados"
 ]
}

 The dataset includes 3165 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005754-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36783
title: Claims (GX 15136 - GX 15571), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. 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.kvaqdf
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fossula arctica G.R.Hasle, E.E.Syvertsen & C.H.von Quillfeldt, 1996"
 ]
}

 The dataset includes 51 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002302-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-36775
title: Claims (GX 15136 - GX 15571), 1988

description: Collection of claims filed against the LAPD with regards ranging from wrongful death to violation of civil rights, etc., 1988. 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.32b2dr
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus acerifolia (E.J.Palmer) Stoynoff & W.J.Hess ex R.J.Jensen"
 ]
}

 The dataset includes 196 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001463-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfvrs8
title: Occurrence Download

description: A dataset containing 3593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lynx pardinus (Temminck, 1827)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3593 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036497-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-3944
title: The Knapp Commission report on police violence, 1972

description: Commission to Investigate Allegations of Police Corruption and the City's Anti-Corruption Procedures. The Knapp Commission report on police violence. New York, New York: George Braziller, 1972. 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.abggi8
title: Occurrence Download

description: A dataset containing 3806 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ephedra fragilis Desf."
 ]
}

 The dataset includes 3806 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002302-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-3926
title: The Knapp Commission report on police violence, 1972

description: Commission to Investigate Allegations of Police Corruption and the City's Anti-Corruption Procedures. The Knapp Commission report on police violence. New York, New York: George Braziller, 1972. 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.7hr2aq
title: Occurrence Download

description: A dataset listing the 191 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (BRA.11_1, BRA.12_1, BRA.27_1, BRA.9_1)",
 "Geometry POLYGON((-50.11327 -12.27356,-50.9277 -11.99859,-51.10719 -11.73715,-51.59439 -11.85302,-51.60082 -12.67422,-51.92515 -12.7974,-52.78237 -12.99098,-53.0486 -13.3805,-53.40125 -13.91006,-53.58733 -14.26682,-54.08604 -15.28212,-54.23535 -16.28809,-54.20623 -17.02361,-53.98739 -17.37427,-53.02057 -17.51518,-52.06684 -17.28242,-50.5299 -16.72472,-48.59172 -16.97794,-48.58103 -14.5291,-48.33076 -12.90097,-48.33512 -12.38601,-50.11327 -12.27356))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EN, CR, VU, NT)"
 ]
}

 The dataset's 191 records were derived from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057287-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2tqzy
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Cordia monoica Bojer, 1837",
 "TaxonKey is Cordia monoica subsp. subpubescens (Decne.) Riedl",
 "TaxonKey is Cordia ovalis R.Br. ex A.DC.",
 "TaxonKey is Cordia monoica subsp. monoica"
 ]
}

 The dataset includes 94 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002302-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.