cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6458406
title: Long-term MODIS LST day-time and night-time temperatures, sd and differences at 1 km based on the 2000–2020 time series

description: Layers include: Land Surface Temperature daytime monthly median value 2000–2017, Land Surface Temperature daytime monthly sd value 2000–2017, Land Surface Temperature daytime monthly day-night difference 2000–2017. Derived using the data.table package and quantile function in R. We derived four standard statistics: (1) lower 2.5% probability (l.025), median (m), upper 97.5% probability (u.975) and standard deviation (sd). Updated long-term values for 2000–2022+ are pending. Includes also long-term trends (trend.logit.ols) which was produced by fitting regression models to de-seasonalized time-series as explained in this <strong>python tutorial</strong>. Basically models are fitted for <strong>each pixel</strong> and the model parameters are saved as images. For more info about the MODIS LST product see: <strong>https://lpdaac.usgs.gov/products/mod11a2v006/</strong>. Antarctica is not included. To access and visualize maps use: OpenLandMap.org If you discover a bug, artifact or inconsistency, or if you have a question please use some of the following channels: Technical issues and questions about the code: https://gitlab.com/openlandmap/global-layers/-/issues General questions and comments: https://disqus.com/home/forums/landgis/ All files internally compressed using "COMPRESS=DEFLATE" creation option in GDAL. File naming convention: clm = theme: climate, lst = variable: land surface temperature, mod11a2.oct.day = determination method: MOD11A2 product, day time values for October, d = median value / sd = standard deviation / u.975 = aggregation/statistics method: 97.5% probability upper quantile, 1km = spatial resolution / block support: 1 km, s0..0cm = vertical reference: land surface, 2000..2017 = time reference: from 2000 to 2017, v1.0 = version number: 1.0,
description: Processing steps are explained in detail at: https://gitlab.com/openlandmap/global-layers/-/tree/master/input_layers/MOD11A2
description: {"references": ["Wan, Z., Hook, S., Hulley, G. (2015). MOD11A2 MODIS/Terra Land Surface Temperature/Emissivity 8-Day L3 Global 1km SIN Grid V006 [Data set]. NASA EOSDIS LP DAAC. doi: 10.5067/MODIS/MOD11A2.006", "Imhoff, M. L., Zhang, P., Wolfe, R. E., & Bounoua, L. (2010). Remote sensing of the urban heat island effect across biomes in the continental USA. Remote sensing of environment, 114(3), 504-513."]}
DOI: 10.5281/zenodo.8298786
title: Dataset for: Constraining the duration and ages of stratigraphic unconformities on Mars using exhumed craters

description: Dataset for: Constraining the duration and ages of stratigraphic unconformities on Mars using exhumed craters

Annex & Lewis

Data Product Overview

This repository contains all source data for the publication. Below is a description of each general data product type, software that can load the data, and a list of the file names along with the short description of the data product.

Perimeters.gpkg & csv

Contains the mapped linear perimeters of the layered deposits discussed in the manuscript. Geopackage files can be read using GIS software like QGIS and ArcGIS as well as the OGR/GDAL suite. CSV is also provided.

Craters.gpkg & csv

Contains the polygon geometries for the craters counted along the linear perimeters. Geopackage files can be read using GIS software like QGIS and ArcGIS as well as the OGR/GDAL suite. CSV is also provided.

environment.yml

Anaconda conda environment configuration file that can be used by users to create a functional conda environment.

requirements.txt

Python dependencies needed to run the included Jupyter Notebook for pip users.

linear_crater_counting.ipynb

Jupyter notebook file that contains the python code for the manuscript as well as the code to generate all the figures in the paper. 

The notebook can also be run via Binder at https://mybinder.org/v2/zenodo/10.5281/zenodo.8298786

 
description: This work was funded by Mars Data Analysis Program (MDAP) NASA grant (80NSSC17K0672).
DOI: 10.5285/48995a4f-bf1f-4ca5-adf9-ab0ec6b03e54
title: High resolution vector polygons of Antarctic rock outcrop - VERSION 7.10

description: High resolution dataset of rock outcrop in Antarctica. Data have been prepared from various map and remotely sensed datasets ranging from 1960s-2023. The large majority of data was compiled in 1993 and the quality and accuracy is uncertain. The automatically extracted rock outcrop layer provides a more accurate dataset in most locations. 

Changes in v7.10 include new data for the South Orkney Islands. Source attributes have also been added for some of the older data, although many are still missing. See the lineage for further details. 

Data compiled, managed and distributed by the Mapping and Geographic Information Centre and the UK Polar Data Centre, British Antarctic Survey on behalf of the Scientific Committee on Antarctic Research.
description: Data compiled from various mapping and remote sensing sources. Exact data sources are currently missing from the attribute table for the majority of data - the majority was compiled in 1993 and digitized from the USGS 1:250k reconnaissance series maps dating from 1960s-1990s and DOS 1:250k series maps dating from 1960s and 1970s. Exact data sources can be provided on request in the format of vector lines. 

The data newly added for the v7.10 release (South Orkney Islands) was automatically extracted and then manually edited from Sentinel-2 satellite images. The exact image IDs and acquisition dates can be found in the attribute table of the dataset.

Please note: due to the versioning of the ADD, there are no versions 7.4-7.9 for this specific dataset.
DOI: 10.58119/ulg/u19bne
title: Dataset for paper: "Ultraviolet NO and visible O2 nightglow in the Mars southern winter polar region: statistical study and model comparison"

description: This dataset contains model result files used in the paper: "Ultraviolet NO and visible O2 nightglow in the Mars southern winter polar region: statistical study and model comparison". Atmospheric temperature and densities from the Mars Climate Database are available from the 6.1 version of the MCD data at http://www-mars.lmd.jussieu.fr (Forget et al., 1999; Millour et al., 2018; Gonzalez-Galindo et al., 2013).
DOI: 10.6073/pasta/bf8105024133daa4bd41e791986156e3
title: Dataset for: Freshwater biogeochemical hotspots: High primary production and ecosystem respiration in shallow waterbodies

description: This data accompanies the manuscript: "Freshwater biogeochemical hotspots: High primary production and ecosystem respiration in shallow waterbodies"
 
 Ponds, wetlands, and shallow lakes (collectively “shallow waterbodies”) are among the most biogeochemically active freshwater ecosystems. Measurements of gross primary production (GPP), respiration (R), and net ecosystem production (NEP) are rare in shallow waterbodies compared to larger and deeper lakes, which can bias our understanding of lentic ecosystem processes. In this study, we calculated GPP, R, and NEP in 26 small, shallow waterbodies across temperate North America and Europe. We observed high rates of GPP (mean 8.4 g O2 m-3 d-1) and R (mean -9.1 g O2 m-3 d-1), while NEP varied from net heterotrophic to autotrophic. Metabolism rates were affected by depth and aquatic vegetation cover, and the shallowest waterbodies had the highest GPP, R, and the most variable NEP. The shallow waterbodies from this study had considerably higher metabolism rates compared to deeper lakes, stressing the importance of these systems as highly productive biogeochemical hotspots.
DOI: 10.6084/m9.figshare.26342140
title: Data.zip

description: 火星空间上游MS波的统计结果.
DOI: 10.6084/m9.figshare.28266635
title: Endothelial_scRNA_July13_2022.Rdata.zip

description: Single cell RNA-seq data from Cantu Gutierrez, M.E. and Hill, M.C. et al., Nature Cardiovascular Research, 2025.
DOI: 10.7265/4m1f-gd79
title: Randolph Glacier Inventory - A Dataset of Global Glacier Outlines, Version 6
DOI: 10.7289/v5t72fnm
title: NOAA Extended Reconstructed Sea Surface Temperature (ERSST), Version 5

description: The NOAA Extended Reconstructed Sea Surface Temperature (ERSST) dataset is a global monthly sea surface temperature dataset derived from the International Comprehensive Ocean-Atmosphere Dataset (ICOADS). It is produced on a 2 x 2 degree grid with spatial completeness enhanced using statistical methods. This monthly analysis begins in January 1854 continuing to the present and includes anomalies computed with respect to a 1971-2000 monthly climatology. Version 5 (v5) is the newest version of ERSST. Major revisions for v5 include: 1) using unadjusted first-guess instead of adjusted first-guess in QC, 2) using latest International Comprehensive Ocean Atmosphere Data Set (ICOADS) Release 3.0 (R3.0) over 1854-2015 instead of R2.5 over 1854-2007, 3) using Argo temperature above 5 meter depth that has not been used in previous version ERSST and other SST analysis, 4) using latest UK Met Office HadISST2 ice concentration over 1870-2015 instead of HadISST1 ice concentration over 1870-2010, 5) removing damping in high latitudes north of 60 degrees North and south of 50 degrees South in Empirical Orthogonal Teleconnection (EOT) Functions, 6) adding 10 more EOT modes in the Arctic, 7) reducing spatial filtering in training EOTs, and 8) revising ship SST bias correction relative to nighttime marine air temperature (NMAT) to the one relative to buoy SST observations. Other features remain same as in the previous ERSST version 4. The data are written to monthly netCDF files following CF Metadata Conventions.
DOI: 10.5281/zenodo.14720008
title: Jaspers, C.; Kaehlert, S. (2025) Mnemiopsis leidyi morphometric dataset

description: Quantitative description of morphometric changes during development of M. leidyi. This dataset includes simultaneous oral-aboral and total length measurements for 1,708 M. leidyi from the northern and southern invasive range. These data include laboratory reared animals of known age (n=1,387), laboratory cultured animals (n=225) as well as freshly caught animals from the field (n=97). Size within this dataset ranges between 425µm for newly hatched larvae to adults with a total and oral-aboral length of 78 and 57.5mm, respectively. Data originate from previously published (Jaspers et al. 2011, 2018) and unpublished (Kaehlert 2015) sources. Oral-aboral and total length measurements were either assessed directly at the stereomicroscope or attained from calibrated images taken with a macro-lense and subsequent image analyses using the software ImageJ (https://imagej.net/ij/). 

 

References:

Jaspers, C.; Marty, L.; Kiørboe, T. Selection for life-history traits to maximize population growth in an invasive marine species. Global Change Biol. 24 (2018), 1164–1174.

Jaspers, C.; Møller, L.F.; Kiørboe, T. Salinity gradient of the Baltic Sea limits the reproduction and population expansion of the newly invaded comb jelly Mnemiopsis leidyi. PLoS One 6 (2011), e24065-e24065.

Kaehlert, S. (2015) Larval reproduction - a life history trait exemplified by the American comb jelly Mnemiopsis leidyi A. Agassiz, 1865. (Master thesis), Christian-Albrechts-Universität Kiel, Kiel, Germany, 85 pp.
DOI: 10.6084/m9.figshare.25466692.v1
title: Sub6GHz Non-Line-of-Sight Effects in Mobile Communications: A New Perspective for Rainfall Monitoring

description: Sub6GHz non-line-of-sight signals are a potential opportunistic source of rainfall information that promises to improve the current urgent need regarding near-surface rainfall detection, but the complex mechanisms in which these signals are impacted by rainfall have hindered further development in this area. In this study, we focus on four types of microwave propagation processes to explore the theoretical basis for Sub6GHz signal sensitivity to rainfall. We also investigate how these signals change during rainy conditions using a cell phone signal recording experiment. The results demonstrate that the indirect effect of rainfall-induced changes in the interfacial water film may significantly affect the Sub6GHz signal, making it an opportunity to reflect rainfall information. Finally, we offer a comprehensive overview of the potential challenges, benefits, and drawbacks of low-frequency non-line-of-sight links in the context of rainfall inversion.
DOI: 10.15468/dl.uuunqx
title: Occurrence Download

description: A dataset containing 159012 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhizophoraceae"
 ]
}

 The dataset includes 159012 records from 808 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021547-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc11m774
title: CCDC 971795: Experimental Crystal Structure Determination

description: Related Article: De-Zhong Niu,  Li-Hua Zheng,  Fan Gao,  Rong Fu and Min Wang|2013|Z.Kristallogr.-New Cryst.Struct.|228|419|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11jrjv
title: CCDC 969417: Experimental Crystal Structure Determination

description: Related Article: William Clegg, Ulrich Baisch, Michael R. Probert|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11m6xs
title: CCDC 971785: Experimental Crystal Structure Determination

description: Related Article: Min Zhang,  Guo-Kai Jia,  Lin Yuan and Xian-You Yuan|2013|Z.Kristallogr.-New Cryst.Struct.|228|393|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11m6zv
title: CCDC 971787: Experimental Crystal Structure Determination

description: Related Article: Guo-Liang Zhang,  Yi-Long Zheng,  Juan Qiao,  Li-Duo Wang and Yong Qiu|2013|Z.Kristallogr.-New Cryst.Struct.|228|403|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11m796
title: CCDC 971797: Experimental Crystal Structure Determination

description: Related Article: Dong-Feng Hong and Min-Le Han|2013|Z.Kristallogr.-New Cryst.Struct.|228|434|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cczkwm0
title: CCDC 910923: Experimental Crystal Structure Determination

description: Related Article: Yan Zhao,  Dai Jian Guo,  Bei Ya Su and Shi-Yu Xie|2013|Z.Kristallogr.-New Cryst.Struct.|228|359|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc114gm8
title: CCDC 957609: Experimental Crystal Structure Determination

description: Related Article: Zamani E. D. Cele,  Pralav Bhatt,  Thavendran Govender,  Hendrik G. Kruger and Glenn E. M. Maguire|2013|Z.Kristallogr.-New Cryst.Struct.|228|437|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccz6jqd
title: CCDC 900014: Experimental Crystal Structure Determination

description: Related Article: Maryke Steyn,  Hendrik G. Visser and Andreas Roodt|2013|Z.Kristallogr.-New Cryst.Struct.|228|413|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11m7d9
title: CCDC 971800: Experimental Crystal Structure Determination

description: Related Article: Jing-Chun Xing,  Yan Liu,  Bing Zhang,  Xiao-Guang Cui and Wen-Zhi Li|2013|Z.Kristallogr.-New Cryst.Struct.|228|391|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11m7nk
title: CCDC 971808: Experimental Crystal Structure Determination

description: Related Article: Peter Jones|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11m7qm
title: CCDC 971810: Experimental Crystal Structure Determination

description: Related Article: Peter Jones|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11m875
title: CCDC 971826: Experimental Crystal Structure Determination

description: Related Article: M. Patricia Hubieki,  Richard D. Gandour, Frank R. Fronczek|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11m886
title: CCDC 971827: Experimental Crystal Structure Determination

description: Related Article: Frank R. Fronczek|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11m897
title: CCDC 971828: Experimental Crystal Structure Determination

description: Related Article: Jingyi Li, Mark L. McLaughlin, Frank R. Fronczek|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11ppw9
title: CCDC 974171: Experimental Crystal Structure Determination

description: Related Article: Li Shui, Mark L. McLaughlin, Frank R. Fronczek|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11mdmp
title: CCDC 971962: Experimental Crystal Structure Determination

description: Related Article: Yu.V.Nelyubina, I.L.Dalinger, K.A.Lyssenko|2013|Izv.Akad.Nauk SSSR,Ser.Khim.||1707|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11ppxb
title: CCDC 974172: Experimental Crystal Structure Determination

description: Related Article: Atteye H. Abdourazak, Peter W. Rabideau, Frank R. Fronczek|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11mftx
title: CCDC 971999: Experimental Crystal Structure Determination

description: Related Article: Peter Jones|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc11mhcj
title: CCDC 972047: Experimental Crystal Structure Determination

description: Related Article: Jingyi Li, Mark L. McLaughlin, Frank R. Fronczek|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.