cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.any7u9
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((-63.09857 16.96904,-62.2907 16.96904,-62.2907 17.70312,-63.09857 17.70312,-63.09857 16.96904))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chlorocebus aethiops (Linnaeus, 1758)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053188-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112033958
title: Cuneiform Tablet 1913.14.1675, Spurlock 1913.14.1675

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.1675; CDLI P421526 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/1.5) Pale Yellowish Pink (5YR 8.5/1.5) Moderate Yellowish Pink (5YR 7.5/3.5) ❧ [Physical Object Note:] 10.2 x 6.6 x 2.9 cm (217 g)
DOI: 10.15468/dl.dqzz8m
title: Occurrence Download

description: A dataset containing 2510825 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 {
 "or" : [
 "Year is 2000",
 "Year is 2005",
 "Year is 2007",
 "Year is 2008",
 "Year is 2010"
 ]
 }
 ]
}

 The dataset includes 2510825 records from 1564 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262491-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upwv4e
title: Occurrence Download

description: A dataset containing 152767 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lycium ferocissimum"
 ]
}

 The dataset includes 152767 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013242-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y47dcz
title: Occurrence Download

description: A dataset containing 2522145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((11.83149 51.29958,11.66493 48.09954,19.16497 48.09965,19.33152 51.29969,14.64381 51.29962,11.83149 51.29958))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 2522145 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013260-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vk46pt
title: Occurrence Download

description: A dataset containing 6740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Bangladesh, Malaysia, Lao People’s Democratic Republic, China, Myanmar, Cambodia, Indonesia, Viet Nam, Thailand, India)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pavo muticus"
 ]
}

 The dataset includes 6740 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013272-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.css5xr
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cansjera leptostachya",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 235 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013274-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgx9r9
title: Occurrence Download

description: A dataset containing 21593 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Schoenus apogon"
 ]
}

 The dataset includes 21593 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013271-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.36969
title: Appendix_A New Method for Differentiating between Unit Root and Stationarity Based on Adaptive Bridge
title: 附录_基于自适应 bridge 区分单位根和平稳序列的新方法

description: Proof appendix for A New Method for Differentiating between Unit Root and Stationarity Based on Adaptive Bridge
description: Proof appendix for A New Method for Differentiating between Unit Root and Stationarity Based on Adaptive Bridge
DOI: 10.5281/zenodo.18490691
title: THE EXPRESSION OF FEELINGS OF LOVE FOR THE HOMELAND IN MAQSUD SHAYKHZODA'S DRAMA "JALALIDDIN MANGUBERDI"

description: The article examines the name and military valor of Manguberdi, the protagonist in Maqsud Shaykhzoda’s drama “Jalaluddin Manguberdi” Alongside his heroic courage, the study analyzes the portrayal of Manguberdi’s determination, bravery, and profound love for the homeland as expressed in the drama. The work highlights the ideological and artistic significance of the image of Jalaluddin Manguberdi as a symbol of patriotism and national pride.
DOI: 10.5281/zenodo.18490690
title: THE EXPRESSION OF FEELINGS OF LOVE FOR THE HOMELAND IN MAQSUD SHAYKHZODA'S DRAMA "JALALIDDIN MANGUBERDI"

description: The article examines the name and military valor of Manguberdi, the protagonist in Maqsud Shaykhzoda’s drama “Jalaluddin Manguberdi” Alongside his heroic courage, the study analyzes the portrayal of Manguberdi’s determination, bravery, and profound love for the homeland as expressed in the drama. The work highlights the ideological and artistic significance of the image of Jalaluddin Manguberdi as a symbol of patriotism and national pride.
DOI: 10.5281/zenodo.18454610
title: MD Preview and tICA Analysis for "Towards Molecular Dynamics Simulation of Membrane-Targeting Photosensitizing Antivirals"

description: This is a preview of the MD data and tICA analysis for paper “Towards Molecular Dynamics Simulation of Membrane-Targeting Photosensitizing Antivirals”, submitted to PCCP journal. Work seeks for structure–activity relationships for several peryleneuracil homologous compounds, which photosensitizing and antiviral activity was published previously (here referred to as compounds 5, 6a, c, d, f, h). Files included in this dataset:





MD input.zip holds six folders with files needed to launch the molecular dynamics (MD) simulation in GROMACS of each compound inside the solvated lipid box: em.gro, heat.gro and md.gro are system coordinates after energy minimization, heating and production MD, respectively; *.mdp are corresponding MD settings files; and topol.top and toppar/ is system topology, initially created in CHARMM-GUI, including CHARMM36 forcefield and the compound, POPC, water [and ion] topology *.itp files.




MD traj.zip are the respective MD trajectories, one of three replicas per molecule, calculated in this work; with water removed and written at one frame per nanosecond frequency. Each folder contains md_no_pbc.gro and md_no_pbc.xtc structure and trajectory files, respectively.




tICA.zip contains the dataset on peryleneuracil derivatives conformations during MD, tICA analysis results and a jupyter notebook needed to perform this analysis.






dataset.csv is geometry data extracted from MD calculations for each compound: molecule ID (mol column), MD replica (num), MD time (time), Z of perylene moiety and the substituent (Z per / Z tail), etc. (full details in the paper).




tICA_analysis.ipynb: the python Jupyter notebook needed to perform tICA analysis on the dataset.




tica_results_with_clusters.csv: results of this analysis performed; duplicates all the dataset columns and adds three more: global_tica_1 / global_tica_2 and global_cluster_id (cluster labels: 0 and 1 are dense clusters, -1 for points outside).




tica_weights.csv contains calculated weights of tICA linear transformation (formula to receive Global tIC 1 / 2 coordinates from the dataset variables).




global_tica_heatmaps_lag200.png and global_tica_weights_lag200.png are visualizations of this analysis: heatmaps are provided in Fig. S6 of the paper while weights are printed in the tica_weights.csv file.
DOI: 10.5281/zenodo.18454611
title: MD Preview and tICA Analysis for "Towards Molecular Dynamics Simulation of Membrane-Targeting Photosensitizing Antivirals"

description: This is a preview of the MD data and tICA analysis for paper “Towards Molecular Dynamics Simulation of Membrane-Targeting Photosensitizing Antivirals”, submitted to PCCP journal. Work seeks for structure–activity relationships for several peryleneuracil homologous compounds, which photosensitizing and antiviral activity was published previously (here referred to as compounds 5, 6a, c, d, f, h). Files included in this dataset:





MD input.zip holds six folders with files needed to launch the molecular dynamics (MD) simulation in GROMACS of each compound inside the solvated lipid box: em.gro, heat.gro and md.gro are system coordinates after energy minimization, heating and production MD, respectively; *.mdp are corresponding MD settings files; and topol.top and toppar/ is system topology, initially created in CHARMM-GUI, including CHARMM36 forcefield and the compound, POPC, water [and ion] topology *.itp files.




MD traj.zip are the respective MD trajectories, one of three replicas per molecule, calculated in this work; with water removed and written at one frame per nanosecond frequency. Each folder contains md_no_pbc.gro and md_no_pbc.xtc structure and trajectory files, respectively.




tICA.zip contains the dataset on peryleneuracil derivatives conformations during MD, tICA analysis results and a jupyter notebook needed to perform this analysis.






dataset.csv is geometry data extracted from MD calculations for each compound: molecule ID (mol column), MD replica (num), MD time (time), Z of perylene moiety and the substituent (Z per / Z tail), etc. (full details in the paper).




tICA_analysis.ipynb: the python Jupyter notebook needed to perform tICA analysis on the dataset.




tica_results_with_clusters.csv: results of this analysis performed; duplicates all the dataset columns and adds three more: global_tica_1 / global_tica_2 and global_cluster_id (cluster labels: 0 and 1 are dense clusters, -1 for points outside).




tica_weights.csv contains calculated weights of tICA linear transformation (formula to receive Global tIC 1 / 2 coordinates from the dataset variables).




global_tica_heatmaps_lag200.png and global_tica_weights_lag200.png are visualizations of this analysis: heatmaps are provided in Fig. S6 of the paper while weights are printed in the tica_weights.csv file.
DOI: 10.15468/dl.44vdeh
title: Occurrence Download

description: A dataset containing 280714 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ulex europaeus"
 ]
}

 The dataset includes 280714 records from 1826 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013241-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data2243
title: Pharmaceutical consumption in Spain

description: Data on dispensed consumption (DC) obtained from the concentration of pharmaceuticals found in influent sewage samples and measured consumption (MC) obtained from the prescribed pharmaceuticals in the collection area. This data has been obtained for four type of sewage treatment plants and the population emited to them (Madrid 1, Madrid 2, Tarragona and Reus). The file parameter calculation contains the parameters necessary to obtain the final data.
description: DC dispensed consumption 
MC measured consumption 
Madrid 1 inhabitants 352187,71
Madrid 1 period 31,00
Madrid 2 inhabitants 727176
Madrid 2 period 31
Tarragona inhabitants 146498
Tarragona period 365
Reus inhabitants 111021
Reus period 365
DOI: 10.3886/e239441
title: HIFLD OPEN Intermodal Freight Facilities Rail TOFC/COFC

description: The Intermodal Freight Facilities - Rail TOFC/COFC dataset was compiled on December 10, 2018 and was updated on July 22, 2022 from the Bureau of Transportation Statistics (BTS), and is part of the U.S. Department of Transportation (USDOT)/Bureau of Transportation Statistics (BTS) National Transportation Atlas Database (NTAD). When available, the primary sources for this dataset were the websites of the railroads. Every facility is assumed to be served by both rail and truck, and those facilities which support port operations, the name of the port is also identified. The dataset also includes the services provided at each facility (TOFC only, COFC only, or both TOFC and COFC), and the Station Point Location Code (SPLC) associated with the rail facility. This dataset is one of several layers in the Bureau of Transportation Statistics (BTS) Intermodal Freight Facility Database.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025. (Downloaded 08/26)
DOI: 10.34740/kaggle/dsv/13555933
title: Grapes Leafs Disease 7 Classes PlantCity 2025
DOI: 10.3886/e239441v1
title: HIFLD OPEN Intermodal Freight Facilities Rail TOFC/COFC

description: The Intermodal Freight Facilities - Rail TOFC/COFC dataset was compiled on December 10, 2018 and was updated on July 22, 2022 from the Bureau of Transportation Statistics (BTS), and is part of the U.S. Department of Transportation (USDOT)/Bureau of Transportation Statistics (BTS) National Transportation Atlas Database (NTAD). When available, the primary sources for this dataset were the websites of the railroads. Every facility is assumed to be served by both rail and truck, and those facilities which support port operations, the name of the port is also identified. The dataset also includes the services provided at each facility (TOFC only, COFC only, or both TOFC and COFC), and the Station Point Location Code (SPLC) associated with the rail facility. This dataset is one of several layers in the Bureau of Transportation Statistics (BTS) Intermodal Freight Facility Database.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025. (Downloaded 08/26)
DOI: 10.7910/dvn/csgeji
title: Replication data for: Air Pollution and the Labor Market: Evidence from Wildfire Smoke

description: Borgschulte, Mark, Molitor, David, and Zou, Eric Yongchen, (2024) “Air Pollution and the Labor Market: Evidence from Wildfire Smoke.” Review of Economics and Statistics 106:6, 1558–1575.
description: Volume XX, Issue X
DOI: 10.57702/dhmupvcq
title: RadioMapSeer Dataset

description: The RadioMapSeer Dataset is used to evaluate the performance of radio map estimation methods. It contains features containing the transmitter's location and transmit power, and a geographical map.
DOI: 10.5683/sp3/qrb1dk
title: Labour Force Survey, October 2025 [Canada]
title: Enquête sur la population active, octobre 2025 [Canada]
title: LFS October 2025

description: LFS data are used to produce the well-known unemployment rate as well as other standard labour market indicators such as the employment rate and the participation rate. The LFS also provides employment estimates by industry, occupation, public and private sector, hours worked and much more, all cross-classifiable by a variety of demographic characteristics. Estimates are produced for Canada, the provinces, the territories and a large number of sub-provincial regions. For employees, data on wage rates, union status, job permanency and establishment size are also produced.
&lt;br&gt;
&lt;br&gt;
These data are used by different levels of government for evaluation and planning of employment programs in Canada. Regional unemployment rates are used by Employment and Social Development Canada to determine eligibility, level and duration of insurance benefits for persons living within a particular employment insurance region. The data are also used by labour market analysts, economists, consultants, planners, forecasters and academics in both the private and public sector.
&lt;br&gt;
&lt;br&gt;
&lt;b&gt;Statistical activity&lt;/b&gt;
&lt;br&gt;
Together, four statistical programs tell a more complete story of current labour market events. These programs are: the Labour Force Survey (LFS), the Survey of Employment, Payrolls and Hours (SEPH), Employment Insurance Statistics (EIS), and the Job Vacancy and Wage Survey (JVWS). Every month, the LFS provides timely data on the labour market, including the unemployment rate and demographic analysis. Later on, the SEPH report shows greater detail on non-farm industry employment and earnings and the JVWS supplies preliminary indicators on job vacancies. EIS provides substantial detail on Employment Insurance benefits by geography, socio-demographics and former occupation. Every quarter, the JVWS provides detailed information on job vacancies by occupation and economic region.
&lt;br&gt;
description: Labour Force Survey
description: <br><b>LFS revisions</b>: Labour force surveys are revised on a periodic basis. The most recent revisions took place in 2025. As of January 2025, LFS microdata and estimates have been adjusted to reflect population counts from the 2021 Census, with revisions going back to 2011. Additionally, several changes were made to key variables on the PUMFs:<br>

Survey weights (FINALWT) have been updated to use 2021 Census population control totals.
Sub-provincial geography (CMA) has been updated to the 2021 Standard Geographical Classification (SGC) boundaries.
All industry data (NAICS_21) was revised to use the latest standard, North American Industry Classification System (NAICS) 2022.
Coding enhancements were applied to improve longitudinal consistency of detailed National Occupational Classification data (NOC_10 and NOC_43).
Data were revised to use the gender of person instead of sex (GENDER).
DOI: 10.57702/yfwxzf1i
title: IF stock index futures dataset

description: The IF stock index futures dataset is a collection of minute-level trading data of contracts. Each minute bar includes OHLC, trading volume, etc.
DOI: 10.57702/po4pjhmk
title: MultiView Stereo

description: A dataset for multi-view stereo reconstruction.
DOI: 10.57702/bmt0cdzx
title: Aerosol Dataset

description: The dataset used in this paper for modeling aerosol production and removal.
DOI: 10.15468/dl.ddww3n
title: Occurrence Download

description: A dataset containing 12000186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 12000186 records from 1348 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079936-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2816186/2367743
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.8az4e4
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Moraea lurida Ker Gawl."
 ]
}

 The dataset includes 57 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216846-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2816837/2367744
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.82x2zb
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gastrochilus platycalcaratus (Rolfe) Schltr."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0274170-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m30crp
title: Occurrence Download

description: A dataset containing 59191 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Urtica urens L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 59191 records from 372 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010994-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zyrqg
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Astrocaneum spinosum (Lyman, 1875)"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007339-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2816647/2367745
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.ey7eja
title: Occurrence Download

description: A dataset containing 41254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Mugil cephalus Linnaeus, 1758",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 41254 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010994-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxn1qk
title: Occurrence Download

description: A dataset containing 8679 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cucurbita maxima Duchesne"
 ]
}

 The dataset includes 8679 records from 118 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005042-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2023-05.2816983/2367746
title: Data for EMSL Project 51287 from May 2023
DOI: 10.15468/dl.usr32s
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Batrachium pekinense L.Liu"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003921-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.