cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17257219
title: Multi-Criteria Spatial Assessment of Urban Open Spaces for Promoting Physical Activity and Spatial Justice

description: This dataset accompanies the study “Multi-Criteria Spatial Assessment of Urban Open Spaces for Promoting Physical Activity and Spatial Justice: A Case Study of Tehran Metropolitan”. It includes both the input and output data used in the spatial multi-criteria decision analysis (SMCDA) of urban open spaces in Tehran, as well as the full set of codes, scripts, and processing workflows employed in the study.

The dataset comprises:





Processed spatial layers: Normalized environmental and accessibility/infrastructure criteria (20 layers in total), representing the factors used in evaluating urban open space quality.




Weighting results: Criterion weights derived using a hybrid approach combining the Best-Worst Method (BWM) and Criteria Importance Through Intercriteria Correlation (CRITIC).




Output maps and spatial analyses:





Weighted Linear Combination (WLC) integration results of environmental and infrastructure criteria.




Hot Spot Analysis (Getis-Ord Gi*) and Local Moran’s I clusters.




Spatial justice measures including Lorenz curves and Gini coefficients.






Codes and workflows: Three fully annotated MATLAB scripts covering:





Criteria weighting (subjective, objective, and hybrid methods).




WLC integration for environmental and infrastructure criteria.




Spatial equity and clustering analyses (Hot Spot Analysis, Local Moran’s I, Lorenz Curve, and Gini Coefficient).





Each script includes detailed English comments, and a comprehensive README file guides users step-by-step through the implementation process.

These datasets and workflows enable researchers and practitioners to replicate the study, test alternative criteria weights, or adapt the framework to other urban contexts. They provide a robust basis for assessing the spatial distribution of urban open space quality in Tehran and for examining inequalities in access to spaces that support physical activity.
DOI: 10.5281/zenodo.6380949
title: Migrating birds real flight V-formation spatial configuration.

description: Bird real flight V-formation dataset: Arbitrary (pixel) coordinates of migrating birds, probably Geese, flying in V-formation. Photo is taken in an angle so their formation data is only a cross-section in 3-D perspective but with entire pack. However, despite this limitation this V-formation configuration provides a quantitative data for the understanding for the spatial properties, i.e., V-shape characteristics. There are 95 birds in total including the lead bird. Lower V-arm is denoted with tags dXX has 51 birds and upper V-arm is denoted by tags uXX has 43 birds. Lead bird has two entries d00 and u00 for consistency. Annotated image provides boxes and labels. The data is given under bird_arbitrary_coordinates as pixel location on the plane with tags. In coordinate annotation head of the bird is taken as a refrence point.
DOI: 10.5281/zenodo.5686065
title: Migrating birds real flight V-formation spatial configuration.

description: Bird real flight V-formation dataset: Arbitrary (pixel) coordinates of migrating birds, probably Geese, flying in V-formation. Photo is taken in an angle so their formation data is only a cross-section in 3-D perspective but with entire pack. However, despite this limitation this V-formation configuration provides a quantitative data for the understanding for the spatial properties, i.e., V-shape characteristics. There are 95 birds in total including the lead bird. Lower V-arm is denoted with tags dXX has 51 birds and upper V-arm is denoted by tags uXX has 43 birds. Lead bird has two entries d00 and u00 for consistency. Annotated image provides boxes and labels. The data is given under bird_arbitrary_coordinates as pixel location on the plane with tags. In coordinate annotation head of the bird is taken as a refrence point.
DOI: 10.5281/zenodo.17062683
title: Multi-Criteria Spatial Assessment of Urban Open Spaces for Promoting Physical Activity and Spatial Justice

description: This dataset accompanies the study “Multi-Criteria Spatial Assessment of Urban Open Spaces for Promoting Physical Activity and Spatial Justice: A Case Study of Tehran Metropolitan”. It includes both the input and output data used in the spatial multi-criteria decision analysis (SMCDA) of urban open spaces in Tehran, as well as the full set of codes, scripts, and processing workflows employed in the study.

The dataset comprises:





Processed spatial layers: Normalized environmental and accessibility/infrastructure criteria (20 layers in total), representing the factors used in evaluating urban open space quality.




Weighting results: Criterion weights derived using a hybrid approach combining the Best-Worst Method (BWM) and Criteria Importance Through Intercriteria Correlation (CRITIC).




Output maps and spatial analyses:





Weighted Linear Combination (WLC) integration results of environmental and infrastructure criteria.




Hot Spot Analysis (Getis-Ord Gi*) and Local Moran’s I clusters.




Spatial justice measures including Lorenz curves and Gini coefficients.






Codes and workflows: Three fully annotated MATLAB scripts covering:





Criteria weighting (subjective, objective, and hybrid methods).




WLC integration for environmental and infrastructure criteria.




Spatial equity and clustering analyses (Hot Spot Analysis, Local Moran’s I, Lorenz Curve, and Gini Coefficient).





Each script includes detailed English comments, and a comprehensive README file guides users step-by-step through the implementation process.

These datasets and workflows enable researchers and practitioners to replicate the study, test alternative criteria weights, or adapt the framework to other urban contexts. They provide a robust basis for assessing the spatial distribution of urban open space quality in Tehran and for examining inequalities in access to spaces that support physical activity.
DOI: 10.15468/dl.38c3cv
title: Occurrence Download

description: A dataset containing 34637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Apodemus sylvaticus",
 "Year 2005-2025"
 ]
}

 The dataset includes 34637 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043140-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6w8kec
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea melitensis",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043141-250920141307145/datasets/export for details.
DOI: 10.15468/dl.qmafh3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea melitensis",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043142-250920141307145/datasets/export for details.
DOI: 10.15468/dl.3nwutx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea melitensis",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043143-250920141307145/datasets/export for details.
DOI: 10.26023/davv-nwqp-y40r
title: University of Washington Convair-580 IMPROVE-2 flight videos. Version 1.0

description: This dataset consists of 18 .mp4 video files from flights of the University of Washington's Convair 580 aircraft during the second Improvement of Microphysical PaRameterization through Observational Verification Experiment (IMPROVE-2). WARNING: This is a big dataset. Most .mp4 files are 1-13 GB. Each order can contain a maximum of 24 GB of data. For very large orders, it may be preferable for you to access these data via a loaner external hard drive. Please contact Steve Williams (sfw AT ucar DOT edu) for these very large orders.
DOI: 10.5281/zenodo.822410
title: Spectral Ergodicity in Deep Learning Architectures via Surrogate Random Matrices

description: The new methodology combines approaches inspired from the Thirumalai-Mountain (TM) metric and
metric rooted in Kullbach-Leibler (KL) divergence. The method is applied to a general study of
deep and recurrent neural networks via the analysis of random matrix ensembles mimicking typical
weight matrices of those systems. In particular, we examine different size circular random matrix
ensembles: circular unitary ensemble (CUE), circular orthogonal ensemble (COE), and circular
symplectic ensemble (CSE). Eigenvalue spectra and spectral ergodicity are computed for those
ensembles as a function of connectivity in the system.  The dataset and Python notebook are provided.
description: Notebook works with  Python 2.7
DOI: 10.5281/zenodo.822411
title: Spectral Ergodicity in Deep Learning Architectures via Surrogate Random Matrices

description: The new methodology combines approaches inspired from the Thirumalai-Mountain (TM) metric and
metric rooted in Kullbach-Leibler (KL) divergence. The method is applied to a general study of
deep and recurrent neural networks via the analysis of random matrix ensembles mimicking typical
weight matrices of those systems. In particular, we examine different size circular random matrix
ensembles: circular unitary ensemble (CUE), circular orthogonal ensemble (COE), and circular
symplectic ensemble (CSE). Eigenvalue spectra and spectral ergodicity are computed for those
ensembles as a function of connectivity in the system.  The dataset and Python notebook are provided.
description: Notebook works with  Python 2.7
DOI: 10.6084/m9.figshare.29930732.v2
title: Postfire_recovery_Sicily

description: In this study, we analyzed post-fire vegetation dynamics using Sentinel-2–derived Normalized Burn Ratio (NBR) time series in four common Mediterranean forest and shrubland types (~4,500 ha burned in six 2017 summer wildfires in Sicily). Using TIMESAT, we extracted phenology metrics from NBR and tracked recovery for up to 76 months (Aug 2017–Dec 2023). High-resolution Google Earth imagery supported physiognomic classification, while Random Forest models assessed the influence of burn severity, climate, reburning, and topography.
DOI: 10.7929/issda/agzabu
title: Quarterly National Household Survey (QNHS) Module on Health, Q3 2010

description: The Quarterly National Household Survey (QNHS) began in September 1997 and ran until Q2 2017 when it was replaced by the Labour Force Survey (LFS). While the main purpose of the QNHS was the production of quarterly labour force estimates, the QHNS also conducted special modules on different social topics each quarter. The questions on health status and utilisation of the health service were included in the Quarterly National Household Survey (QNHS) in the three months from June to August 2010. This was an update of previous health modules asked during the same period in 2001 and 2007. Please note that due to CSO restrictions, these files cannot be matched to their associated microdata files.
DOI: 10.25318/4610009901-fra
title: Ratio prix-revenu des acheteurs de propriétés résidentielles selon le statut de premier acheteur

description: Acheteurs qui sont des personnes résidentes, qui ont acheté une propriété résidentielle dans une vente sur le marché ayant produit leur déclaration de revenus T1, ainsi que le revenu total, le revenu total familial, le prix de vente, le ratio prix-revenu et l’âge, selon le nombre d'acheteurs, le groupe d'âge, le statut d'acheteur d'une première maison et les caractéristiques des acheteurs (sexe, type de famille, statut d’immigration, période d’immigration, catégorie d’admission).
DOI: 10.26023/ea7n-0b6g-f60e
title: ARISTO2016: TSI 3025 and Scanning Mobility Particle Sizer (SMPS) Data. Version 2.0

description: This dataset contains total particle counts from the TSI 3025 and particle size distributions (dN/dlogDp vs. Dp) from the SMPS data for the 6 research flights of Airborne Research Instrumentation Testing Opportunity (ARISTO- 2016). Both are in ICARTT file format. Additional information about detection limits, flags, diameter bins, etc. are in the headers of the files. The 3025 did not operate during RF01, so the data is all filled in by -9999. Please see the included readme file for more information.
DOI: 10.15468/dl.kntrf3
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea melitensis",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043145-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.upytng
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea melitensis",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 86 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043147-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96mdzr
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea melitensis",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043146-250920141307145/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.30272512.v1
title: Above and belowground phenology of four tree species in mixed forests and monospecific stands

description: The phenology of tree root growth is poorly understood especially for mixed forests. To attempt to fill this knowledge gap, we selected four co-occurring broadleaf trees species of the European forests (Quercus robur, Carpinus betulus, Tilia cordata and Acer platanoides).<br><br>
DOI: 10.6084/m9.figshare.30272512
title: Above and belowground phenology of four tree species in mixed forests and monospecific stands

description: The phenology of tree root growth is poorly understood especially for mixed forests. To attempt to fill this knowledge gap, we selected four co-occurring broadleaf trees species of the European forests (Quercus robur, Carpinus betulus, Tilia cordata and Acer platanoides).<br><br>
DOI: 10.5284/1133081
title: Digital Archive from an Archaeological Evaluation at Westrope Haulage Yard, Birdbrook, Essex, October 2016

description: This collection comprises reports, images, site records, and a vector drawing from an archaeological evaluation on land at Westrope Haulage Yard, Sturmer Road, Birdbrook, Essex, CO9 4BB. The evaluation was undertaken by Colchester Archaeological Trust in October 2016 in advance of the construction of new offices/light industrial units.
DOI: 10.26023/dttk-ckyc-d50t
title: CEPEX: NASA ER-2 Digitized Cloud Video. Version 1.0

description: This dataset contains cloud videos. The files are mpeg video files digitized from VHS format video tapes which were recorded from a downward-looking video camera system mounted on the NASA ER-2 during the Central Equatorial Pacific Experiment (CEPEX). One video tape has been recorded per mission, for a total of 13 videos. The rf10 video (3/28) is not available due to problems with the original recording. On some of the videos the on-screen display reads the year 1992 when it should be 1993. All videos between (and including) dates 3/12/93 - 3/31/93 read one day ahead of what they should be on the on-screen dislplay, however, the actual dates can be read from the file names. F-stop varied per mission with shutter speed set at 1/2000 per sec. This includes cloud video.
DOI: 10.15468/dl.wfwgdv
title: Occurrence Download

description: A dataset containing 4113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((23.71634 38.82275,23.59548 38.96648,23.43216 39.09387,23.21656 39.1102,23.00097 39.06447,22.77558 38.92401,22.75598 38.76395,23.0565 38.76722,23.32436 38.58756,23.47135 38.37196,23.73268 38.29683,23.97113 38.27397,24.07893 38.11391,24.19653 37.93425,24.46765 37.87872,24.64078 37.96365,24.64078 38.1825,24.45785 38.2119,24.35332 38.30337,24.31412 38.48303,24.16059 38.70189,23.84374 38.75742,23.71634 38.82275))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4113 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043148-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vuscs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea melitensis",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043149-250920141307145/datasets/export for details.
DOI: 10.15468/dl.cm3gep
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea melitensis",
 "Country is Zimbabwe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043150-250920141307145/datasets/export for details.
DOI: 10.26023/9790-1n1z-1804
title: CEPEX: NOAA P-3 Digitized Cloud Video. Version 1.0

description: This dataset contains cloud video. These mpeg video files are digitized from VHS format video tapes. Originally, a portable camera from inside the cockpit of the NOAA P-3 was used to record on 8mm master tapes which were later converted to VHS. The videos are all forward-looking and were taken during the Central Equatorial Pacific Experiment (CEPEX).
DOI: 10.15468/dl.56jf96
title: Occurrence Download

description: A dataset containing 104997 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((9.43386 49.69278,8.16821 44.76111,14.01639 44.28103,19.77729 39.04385,24.70897 40.3095,30.55715 41.66244,29.81522 49.16906,25.36362 50.74022,16.15491 50.82751,9.43386 49.69278))",
 "OccurrenceStatus is Present",
 "TaxonKey is Alcedo atthis"
 ]
}

 The dataset includes 104997 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043120-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enbmzz
title: Occurrence Download

description: A dataset containing 189970 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Tillandsia"
 ]
}

 The dataset includes 189970 records from 312 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043125-250920141307145/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.26723406.v1
title: Additional file 17 of Protein expression patterns and metal metabolites in a protogynous hermaphrodite fish, the ricefield eel (Monopterus albus)

description: Supplementary Material 17
DOI: 10.6084/m9.figshare.25876108
title: Additional file 1 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.25876108.v1
title: Additional file 1 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 1
DOI: 10.6084/m9.figshare.25876295
title: Additional file 2 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.25876295.v1
title: Additional file 2 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.26723412
title: Additional file 3 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.26723412.v1
title: Additional file 3 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.26723415.v1
title: Additional file 4 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 4
DOI: 10.6084/m9.figshare.26723415
title: Additional file 4 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 4
DOI: 10.6084/m9.figshare.26723418
title: Additional file 5 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 5
DOI: 10.6084/m9.figshare.26723418.v1
title: Additional file 5 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 5
DOI: 10.6084/m9.figshare.26723421
title: Additional file 6 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 6
DOI: 10.6084/m9.figshare.26723421.v1
title: Additional file 6 of The selective sponging of miRNAs by OIP5-AS1 regulates metabolic reprogramming of pyruvate in adenoma-carcinoma transition of human colorectal cancer

description: Supplementary Material 6
DOI: 10.15468/dl.v64znb
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (United States of America, Canada, Mexico)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Accipiter striatus Vieillot, 1808",
 "Year 1961-1970"
 ]
}

 The dataset includes 204 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072941-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.