cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30597473.v2
title: A Multi-level Causal Inference Method for High-Resolution Population Mapping

description: This study develops a new approach, multi-level causal Bayesian network spatialization (MCBNS), which integrates causal inference with multi-level modeling. This method employs structural causal models to analyze direct and indirect relationships between population distribution and influencing factors at the county level, establishing stable causal relationships. It then refines these relationships using data from selected townships to build multi-level models for more accurate prediction. Experimental results show that this strategy not only outperforms single causal models or random forests, but it also achieves validation accuracy exceeding existing product datasets (WorldPop and LandScan) by more than 10%. Notably, accuracy gains are more pronounced in non-urban areas. With MCBNS, population distributions at one square kilometer grids of China in 2000, 2010, and 2020 were produced.
DOI: 10.15468/dl.xqvgt7
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lactuca indica",
 "Year 1970-2000"
 ]
}

 The dataset includes 149 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072520-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14387897
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.r4dh9w
title: Occurrence Download

description: A dataset containing 21067 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anas platyrhynchos)",
 "Country is one of (Philippines, Korea, Republic of, Japan, China, Chinese Taipei, Thailand, Viet Nam, Cambodia, Lao People’s Democratic Republic, Mongolia, Myanmar)",
 "Month is one of (May, June, July)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2024",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Observation)"
 ]
}

 The dataset includes 21067 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072521-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2audw
title: Occurrence Download

description: A dataset containing 2189079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Progne subis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 2189079 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072494-251120083545085/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.30597911.v2
title: A Multi-level Causal Inference Method for High-Resolution Population Mapping(2010)

description: This study develops a new approach, multi-level causal Bayesian network spatialization (MCBNS), which integrates causal inference with multi-level modeling. This method employs structural causal models to analyze direct and indirect relationships between population distribution and influencing factors at the county level, establishing stable causal relationships. It then refines these relationships using data from selected townships to build multi-level models for more accurate prediction. Experimental results show that this strategy not only outperforms single causal models or random forests, but it also achieves validation accuracy exceeding existing product datasets (WorldPop and LandScan) by more than 10%. Notably, accuracy gains are more pronounced in non-urban areas. With MCBNS, population distributions at one square kilometer grids of China in 2000, 2010, and 2020 were produced.
DOI: 10.15468/dl.duewyw
title: Occurrence Download

description: A dataset containing 1035988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dactylis glomerata)",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1035988 records from 4132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072509-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jcye5
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schoeniparus klossi (Delacour & Jabouille, 1931)"
 ]
}

 The dataset includes 398 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005728-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.re9e39
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Garrulax annamensis (Robinson & Kloss, 1919)"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005710-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14968993
title: Confocal Imaging data for Dombrovski et al. 2024 (Dpr13-DIP-epsilon)

description: Representative confocal image stacks for Dombrovski et al. https://www.biorxiv.org/content/10.1101/2024.09.04.610846v2. Dpr13-DIP-epsilon (Fig. 3 and Ext. Fig. 6).
DOI: 10.5281/zenodo.14968994
title: Confocal Imaging data for Dombrovski et al. 2024 (Dpr13-DIP-epsilon)

description: Representative confocal image stacks for Dombrovski et al. https://www.biorxiv.org/content/10.1101/2024.09.04.610846v2. Dpr13-DIP-epsilon (Fig. 3 and Ext. Fig. 6).
DOI: 10.15468/dl.s4bp87
title: Occurrence Download

description: A dataset containing 341681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-01-07",
 "EventDate is less than or equal to 2025-02-06",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 341681 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005707-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4ehmn
title: Occurrence Download

description: A dataset containing 47430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-02-07",
 "EventDate is less than or equal to 2025-03-09",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 47430 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005730-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9bznh
title: Occurrence Download

description: A dataset containing 69840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arundo donax L.)",
 "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 69840 records from 716 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005711-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bxexf8
title: Occurrence Download

description: A dataset containing 21530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Asclepias curassavica L.)",
 "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 21530 records from 435 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005713-250227182400228/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.28537373
title: SQANTI3 reference annotations - human

description: Orthogonal human hg38 reference files which are used in the SQANTI-QC pipeline to aid in transcript annotation. The files include;<br>Poly-A sites bed file from PolyA Site with chromosome names aliased from (1,2,3...) format to (chr1,chr2, ch3...) format, aliasing was performed with UCSC tools chromToUcsc. CAGE refTSS data from Riken in bed format Intropolis hg19 sites lifted-over to hg38, retrieved from SQANTI repository Poly-A motifs list for human and mouse, retrieved from SQANTI repository
DOI: 10.15468/dl.xbe6me
title: Occurrence Download

description: A dataset containing 591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Marchantiopsida",
 "Year 2012-2025"
 ]
}

 The dataset includes 591 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005733-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8u3qg3
title: Occurrence Download

description: A dataset containing 5221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Geometry POLYGON ((-97.59448 19.98485, -97.49901 19.98485, -97.49901 20.07523, -97.59448 20.07523, -97.59448 19.98485))",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material citation)"
 ]
 }
 }
 ]
}

 The dataset includes 5221 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005734-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agsfv9
title: Occurrence Download

description: A dataset containing 34778527 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Mexico"
 ]
}

 The dataset includes 34778527 records from 3819 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005712-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15168592
title: Small wedge MicroED data of Lysozyme, low-dose MTH1-8DG and high-dose MTH1-8DG

description: Small wedge MicroED data of Lysozyme, low-dose MTH1-8DG and high-dose MTH1-8DG.

A. Data information

Dataset 1: Lysozyme 

Dataset 2: MTH1 with ligand 8-OXO-2'-DEOXYGUANOSINE-5'-TRIPHOSPHATE (PDB code: 8DG) collected using high fluence.

Dataset 3: MTH1 with ligand 8-OXO-2'-DEOXYGUANOSINE-5'-TRIPHOSPHATE (PDB code: 8DG) collected using low fluence.

B. Data collection 

Data was collected with a CMOS CetaD detector installed on a Titan Krios G2 with an autoloader. 

Data collection software: EPUD

Cryo-EM infrastructure unit, Scilifelab, Stockholm.

C. Instrument and measurement settings






Instrumental:



 





Instrument



Titan Krios G3i





Radiation source



FEG





Accelerating voltage



300 kV





Wavelength



0.01968 Å





Probe Type



Nanoprobe





Beam Diameter



1.5 μm





Beam Convergence



Parallel beam





Detector



Ceta-D CMOS detector





Number of pixels in the image



1024 x 1024





Pixel size



5.6 µm x 5.6 µm





Effective Camera Length



3019.12 (lowdose), 3019.12 (highdose) and 1166 (lysozyme)





Hardware Binning



4





Experimental:



 





Data Type



Electron diffraction data - 3D ED, Microcrystal diffraction (MicroED)





Data collection method



Continuous rotation





Temperature (K) used during data collection



77 K





Number of crystals contributing to the data set



25 (lowdose), 20 (highdose), 61 (lysozyme)





Number of experimental frames



20 frame/data (lowdose), 20 frame/data (highdose), 30 frame/data (lysozyme)





tilt range, exposure time, tilt per frame



lowdose: 20 degree, 1s, 1 degree/frame

highdose: 20 degree, 1s, 1 degree/frame

lysozyme: 15 degree, 1s, 0.5 degree/frame





Software:



 





Software used for the data collection



EPUD





Software used for processing



AutoLEI with XDS





Authorship and Bibliography



 





Author(s) of the data



Lei Wang (ESR 10)





Related data



 





Publication(s)



 





Files and data formats



 





Image format



MRC
DOI: 10.5281/zenodo.15168593
title: Small wedge MicroED data of Lysozyme, low-dose MTH1-8DG and high-dose MTH1-8DG

description: Small wedge MicroED data of Lysozyme, low-dose MTH1-8DG and high-dose MTH1-8DG.

A. Data information

Dataset 1: Lysozyme 

Dataset 2: MTH1 with ligand 8-OXO-2'-DEOXYGUANOSINE-5'-TRIPHOSPHATE (PDB code: 8DG) collected using high fluence.

Dataset 3: MTH1 with ligand 8-OXO-2'-DEOXYGUANOSINE-5'-TRIPHOSPHATE (PDB code: 8DG) collected using low fluence.

B. Data collection 

Data was collected with a CMOS CetaD detector installed on a Titan Krios G2 with an autoloader. 

Data collection software: EPUD

Cryo-EM infrastructure unit, Scilifelab, Stockholm.

C. Instrument and measurement settings






Instrumental:



 





Instrument



Titan Krios G3i





Radiation source



FEG





Accelerating voltage



300 kV





Wavelength



0.01968 Å





Probe Type



Nanoprobe





Beam Diameter



1.5 μm





Beam Convergence



Parallel beam





Detector



Ceta-D CMOS detector





Number of pixels in the image



1024 x 1024





Pixel size



5.6 µm x 5.6 µm





Effective Camera Length



3019.12 (lowdose), 3019.12 (highdose) and 1166 (lysozyme)





Hardware Binning



4





Experimental:



 





Data Type



Electron diffraction data - 3D ED, Microcrystal diffraction (MicroED)





Data collection method



Continuous rotation





Temperature (K) used during data collection



77 K





Number of crystals contributing to the data set



25 (lowdose), 20 (highdose), 61 (lysozyme)





Number of experimental frames



20 frame/data (lowdose), 20 frame/data (highdose), 30 frame/data (lysozyme)





tilt range, exposure time, tilt per frame



lowdose: 20 degree, 1s, 1 degree/frame

highdose: 20 degree, 1s, 1 degree/frame

lysozyme: 15 degree, 1s, 0.5 degree/frame





Software:



 





Software used for the data collection



EPUD





Software used for processing



AutoLEI with XDS





Authorship and Bibliography



 





Author(s) of the data



Lei Wang (ESR 10)





Related data



 





Publication(s)



 





Files and data formats



 





Image format



MRC
DOI: 10.15468/dl.pd9ame
title: Occurrence Download

description: A dataset containing 477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Iris pseudacorus L."
 ]
}

 The dataset includes 477 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010697-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2p577k
title: Occurrence Download

description: A dataset containing 29756 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Diplotaxis erucoides (L.) DC.)",
 "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 29756 records from 332 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010695-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zj9suq
title: Occurrence Download

description: A dataset containing 2353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Garuga Roxb."
 ]
}

 The dataset includes 2353 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010696-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmgrye
title: Occurrence Download

description: A dataset containing 1771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cotinus coggygria Scop."
 ]
}

 The dataset includes 1771 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025190-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21410/7e4/ynnbwe
title: Enquête post-électorale française 1997

description: L'enquête post-électorale 1997 a été conduite entre les deux tours des élections législatives qui ont eu lieu les 25 mai et 1er juin 1997. Il s'agissait de mieux comprendre le comportement électoral des Français dans un contexte électoral particulier : surprise de la dissolution et calendrier précipité entrainant une campagne électorale relativement brève. Cette enquête permet d'analyser le comportement électoral des Français au moyen de variables sur la participation au 1e tour des élections, les intentions de participation et de vote pour le second tour ou encore l'intérêt pour la politique. Elle mesure également le degré d''adhésion des Français aux propositions de la campagne électorale visant à résoudre des problèmes économiques et sociaux en France (suppression du SMIC, création d'emplois publics, réduction du temps de travail...). D'autres questions se focalisent sur des enjeux sociétaux ou sur l'Union européenne. Enfin, l'enquête post électorale de 1997 met à disposition des chercheurs des outils d'analyse, comme des indicateurs de confiance, des indicateurs socio-politiques ou des échelles de valeurs. The 1997 post-electoral survey was conducted between the two rounds of the legislative elections which took place on May 25 and June 1, 1997. The objective was to acquire a better understanding of French electoral behaviour in unusual electoral conditions: surprise of the dissolution of the Assembly and short turnaround leading to a relatively short electoral campaign. This survey provides a way to analyse French electoral behaviour through variables on participation in the first round of the elections, and participation and voting intentions for the second round, or else on interest in politics. It also measures the extent to which the French were convinced by the proposals advanced in the electoral campaign to resolve France’s economic and social problems (elimination of the minimum wage, creation of public jobs, reduction in working time…). Other questions focus on societal issues or the European Union. Finally, the 1997 post-electoral survey provides researchers with analytical tools such as confidence indicators, sociopolitical indicators or scales of values.
DOI: 10.21410/7e4/ynnbwe/2zzzze
title: Documentation_PostElect1995.pdf

description: :unav
DOI: 10.21410/7e4/ynnbwe/a5lyp2
title: readme.txt

description: :unav
DOI: 10.21410/7e4/ynnbwe/adlngs
title: Documentation_PostElect1997.pdf

description: :unav
DOI: 10.21410/7e4/ynnbwe/apr7nw
title: fr.cdsp.ddi.PostElect1997_F1.zip

description: :unav
DOI: 10.21410/7e4/ynnbwe/arnsy5
title: fr.cdsp.ddi.PostElect1997_F1.tab

description: :unav
DOI: 10.21410/7e4/ynnbwe/cetwp0
title: Questionnaire_PostElec1995.pdf

description: :unav
DOI: 10.21410/7e4/ynnbwe/dvbaks
title: cdsp_post-elec1997.zip

description: :unav
DOI: 10.21410/7e4/ynnbwe/f9dh6h
title: fr.cdsp.ddi.PostElect1997-ddi25.xml
DOI: 10.21410/7e4/ynnbwe/gwcx7g
title: fr.cdsp.ddi.PostElect1997-ddi25.xml

description: :unav
DOI: 10.21410/7e4/ynnbwe/ieowmh
title: Questionnaire_PostElect1997.pdf

description: :unav
DOI: 10.21410/7e4/ynnbwe/mpbulq
title: cdsp_post-elec1997.tab

description: :unav
DOI: 10.21410/7e4/ynnbwe/q18sud
title: cdsp_post-elec1997_sas7bdat.zip

description: :unav
DOI: 10.21410/7e4/ynnbwe/u1lzyo
title: cdsp_post-elec1997-1.tab

description: :unav
DOI: 10.25549/independent-c69-7490
title: Requests for Commission reports [8], 1991-07-10/1991-07-24

description: Requests for Commission reports, 1991-07-10/1991-07-24. 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.