cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ugvn37
title: Occurrence Download

description: A dataset containing 80246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lynx lynx (Linnaeus, 1758)"
 ]
}

 The dataset includes 80246 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038428-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjmjke
title: Occurrence Download

description: A dataset containing 98419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Engraulis ringens Jenyns, 1842"
 ]
}

 The dataset includes 98419 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038431-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmzftg
title: Occurrence Download

description: A dataset containing 2333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Araceae",
 "StateProvince is one of (Boyacá, Casanare)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2333 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038432-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4528f
title: Occurrence Download

description: A dataset containing 2333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Araceae",
 "StateProvince is one of (Boyacá, Casanare)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2333 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038433-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48577/jpl.pbdagm
title: ML-ready Dataset for Spatio-Temporal Interpolation using SHIFT Hyperspectral Reflectance

description: The Surface Biology and Geology (SBG) High Frequency Time Series (SHIFT) campaign took place from February to May 2022, with an additional week of data collection in September, as part of NASA's SBG mission. The study focused on a 640-square-mile (1,656-square-kilometer) area in Santa Barbara County, including the nearby Pacific coastal waters. The primary objective of the SHIFT campaign was to gather a dense time series of airborne Visible to ShortWave Infrared (VSWIR) imaging spectroscopy data. This supports NASA's SBG team by: 1) enabling traceability analyses to assess the scientific value of VSWIR revisit data without relying on multispectral proxies, 2) testing algorithms for consistent performance across seasonal timescales and supporting end-to-end workflows, including data distribution to the scientific community, and 3) offering early adoption test cases for SHIFT application users while fostering partnerships with basic and applied science researchers, such as those at the University of California Santa Barbara's Sedgwick Reserve and The Nature Conservancy’s Jack and Laura Dangermond Preserve. In support of the goals above, and in support of the collaboration between machine learning developments and remote sensing science, we leveraged the high-spatial resolution data and high repeat frequency to select a set of 1-square-kilometer sites: Buellton Agriculture, Goleta Wetland, Dangermond Preserve, Sedgwick Reserve, Downtown Santa Barbara, and White Buffalo Land Trust. Data for each site are provided at 5-meter resolution, along with observing geometries and georeferencing information, in portable and easily assessable netCDF4 format. These sites were chosen for their diverse ecological characteristics, offering multiple perspectives on the seasonal evolution of surface hyperspectral reflectance.
DOI: 10.15468/dl.dzskah
title: Occurrence Download

description: A dataset containing 3095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "OccurrenceStatus is Present",
 "TaxonKey is Puma concolor (Linnaeus, 1771)"
 ]
}

 The dataset includes 3095 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038434-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ap27wc
title: Occurrence Download

description: A dataset containing 1960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Brasenia Schreb."
 ]
}

 The dataset includes 1960 records from 191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038436-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj6jd8
title: Occurrence Download

description: A dataset containing 1299978 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-108.1698 38.96868, -105.7642 38.96868, -105.7642 40.25938, -108.1698 40.25938, -108.1698 38.96868))"
 ]
}

 The dataset includes 1299978 records from 520 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038430-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gvvxx
title: Occurrence Download

description: A dataset containing 2333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Araceae",
 "StateProvince is one of (Boyacá, Casanare)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2333 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038437-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jhsnu
title: Occurrence Download

description: A dataset containing 1175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (19456090-b49a-11d8-abeb-b8a03c50a862, ff90b050-c256-11db-b71b-b8a03c50a862, 8edbbde0-055e-11d8-b850-b8a03c50a862, b4640710-8e03-11d8-b956-b8a03c50a862, 247b85e0-4e6b-46d1-b1c8-47b00bb8ced7, 6ea87510-0561-11d8-b851-b8a03c50a862)",
 "TaxonKey is Falco sparverius Linnaeus, 1758"
 ]
}

 The dataset includes 1175 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038438-240906103802322/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.27157044
title: nitrogen transformations in cropland

description: We considered of N transformation processes among the three soil N pools (organic N, NH<sub>4</sub><sup>+</sup>, and NO<sub>3</sub><sup>−</sup>), namely gross N mineralization (oxidation of organic N to NH<sub>4</sub><sup>+</sup>), gross heterotrophic nitrification (oxidation of organic N to NO<sub>3</sub><sup>−</sup>), gross autotrophic nitrification (oxidation of NH<sub>4</sub><sup>+</sup> to NO<sub>3</sub><sup>−</sup>), gross dissimilatory NO<sub>3</sub><sup>−</sup> reduction to NH<sub>4</sub><sup>+</sup> (DNRA), gross NH<sub>4</sub><sup>+</sup> immobilization (the conversion of NH<sub>4</sub><sup>+</sup> to organic N), and gross NO<sub>3</sub><sup>−</sup> immobilization (the conversion of NO<sub>3</sub><sup>−</sup> to organic N). Additionally, we took into account plant NH<sub>4</sub><sup>+</sup> uptake<i> </i>(<i>U</i><sub>NH4</sub>) and plant NO<sub>3</sub><sup>−</sup> uptake (<i>U</i><sub>NO3</sub>). Observations (upland/paddy) include N mineralization (334/114), autotrophic nitrification (199/109), heterotrophic nitrification (161/98), NH<sub>4</sub><sup>+</sup> immobilization (210/113), NO<sub>3</sub><sup>−</sup> immobilization (194/23), DNRA (150/111), <i>U</i><sub>NH4</sub> (76/38), <i>U</i><sub>NO3</sub> (76/38). The <i>U</i><sub>N</sub> (76/38) was also calculated as the sum of <i>U</i><sub>NH4</sub> and <i>U</i><sub>NO3</sub>.
DOI: 10.15468/dl.mhjnbs
title: Occurrence Download

description: A dataset containing 584 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hydatellaceae"
 ]
}

 The dataset includes 584 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038439-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ma3str
title: Occurrence Download

description: A dataset containing 10837 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección de Insectos de la Universidad del Quindío"
 ]
}

 The dataset includes 10837 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038440-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6qdq8
title: Occurrence Download

description: A dataset containing 583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trithuria Hook.f."
 ]
}

 The dataset includes 583 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038441-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6vfauf
title: Occurrence Download

description: A dataset containing 32613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nymphaeaceae"
 ]
}

 The dataset includes 32613 records from 610 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038442-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15598596
title: Dataset associated with the conference paper "Efficient DCC-Enhanced Precoder for Radio Stripes in Cell-Free Massive MIMO"

description: Description

This repository contains a simulation dataset of 4 distinct cell-free massive MIMO scenarios, where each scenario includes 20,000 setups. Each scenario considered different configurations that are indicated in the name of the variables as 'parameter_precoder_cooperation' where:



parameter: is the estimated variable which values can be; (1) parameter = 'R' for the spectral efficiency (SE) calculated as Pareto-optimal rate, (2) parameter = 'SE' for the SE refined version, and (3) parameter = 'time' for the execution time of that configuration in seconds.

precoder: is the precoding scheme used; (1) precoder = 'MMSE' for the minimum mean-squared error (MMSE), (2) precoder = 'LTMMSE' for the local team MMSE (LTMMSE), (3) precoder = 'UTMMSE' for the unidirectional team MMSE (UTMMSE), and (4) precoder = 'LPMMSE' for the local partial MMSE (LPMMSE).

cooperation: is the APs cooperation scheme; (1) cooperation = 'all' for all the APs serving all UEs, and (2) cooperation = 'DCC' for dynamic cooperation cluster (DCC) scheme.


Please refer to the conference paper below for more detailed information about the simulations.

The simulation code is available here on GitHub.

Referencing

If you in any way use this dataset for research that results in publications, please cite our original article listed above.



G. García-Barrios and M. Fuentes, "Efficient DCC-Enhanced Precoder for Radio Stripes in Cell-Free Massive MIMO," 2025 IEEE Conference on Standards for Communications and Networking (CSCN), Bologna, Italy, 2025. [Submitted]




Acknowledgments

This work is supported by the Spanish ministry of economic affairs and digital transformation and the European Union - NextGenerationEU [UNICO I+D 6G/INSIGNIA] (TSI-064200-2022-006).
DOI: 10.5281/zenodo.15598597
title: Dataset associated with the conference paper "Efficient DCC-Enhanced Precoder for Radio Stripes in Cell-Free Massive MIMO"

description: Description

This repository contains a simulation dataset of 4 distinct cell-free massive MIMO scenarios, where each scenario includes 20,000 setups. Each scenario considered different configurations that are indicated in the name of the variables as 'parameter_precoder_cooperation' where:



parameter: is the estimated variable which values can be; (1) parameter = 'R' for the spectral efficiency (SE) calculated as Pareto-optimal rate, (2) parameter = 'SE' for the SE refined version, and (3) parameter = 'time' for the execution time of that configuration in seconds.

precoder: is the precoding scheme used; (1) precoder = 'MMSE' for the minimum mean-squared error (MMSE), (2) precoder = 'LTMMSE' for the local team MMSE (LTMMSE), (3) precoder = 'UTMMSE' for the unidirectional team MMSE (UTMMSE), and (4) precoder = 'LPMMSE' for the local partial MMSE (LPMMSE).

cooperation: is the APs cooperation scheme; (1) cooperation = 'all' for all the APs serving all UEs, and (2) cooperation = 'DCC' for dynamic cooperation cluster (DCC) scheme.


Please refer to the conference paper below for more detailed information about the simulations.

The simulation code is available here on GitHub.

Referencing

If you in any way use this dataset for research that results in publications, please cite our original article listed above.



G. García-Barrios and M. Fuentes, "Efficient DCC-Enhanced Precoder for Radio Stripes in Cell-Free Massive MIMO," 2025 IEEE Conference on Standards for Communications and Networking (CSCN), Bologna, Italy, 2025. [Submitted]




Acknowledgments

This work is supported by the Spanish ministry of economic affairs and digital transformation and the European Union - NextGenerationEU [UNICO I+D 6G/INSIGNIA] (TSI-064200-2022-006).
DOI: 10.15468/dl.hpm7c8
title: Occurrence Download

description: A dataset containing 632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.24_1, USA.16_1, USA.15_1, USA.14_1, USA.50_1, USA.23_1)",
 "TaxonKey is Opheodrys vernalis (Harlan, 1827)"
 ]
}

 The dataset includes 632 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011888-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oasexe
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thunbergia alata Bojer"
 ]
}

 The dataset includes 104 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001608-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avsbwi
title: Occurrence Download

description: A dataset containing 248543 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sylvia curruca (Linnaeus, 1758)"
 ]
}

 The dataset includes 248543 records from 386 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026416-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.us6kal
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespa velutina Lepeletier, 1836",
 {
 "or" : [
 "Country is Germany",
 "Country is Belgium",
 "Country is Austria",
 "Country is Switzerland",
 "Country is Denmark",
 "Country is Czechia",
 "Country is Luxembourg",
 "Country is France",
 "Country is Poland",
 "Country is Netherlands"
 ]
 },
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001609-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3q5f4
title: Occurrence Download

description: A dataset containing 17023 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Lagopus lagopus (Linnaeus, 1758)"
 ]
}

 The dataset includes 17023 records from 160 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011828-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5uubq
title: Occurrence Download

description: A dataset containing 5187759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year is one of (2018)"
 ]
}

 The dataset includes 5187759 records from 400 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011894-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jgsxre
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ethmodiscus gazellae (Janisch ex Gronow) Husedt",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026417-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ft5tay
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helianthemum retrofractum Pers."
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001609-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k2fvve
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinalia yunnanensis (S.C.Chen & Z.H.Tsi) S.C.Chen & J.J.Wood"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011906-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6prnc
title: Occurrence Download

description: A dataset containing 456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhepoxynius hudsoni Barnard & Barnard, 1982",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 456 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026422-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48p30k
title: Occurrence Download

description: A dataset containing 30875 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Hemichordata",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30875 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001609-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pj9n9u
title: Occurrence Download

description: A dataset containing 4318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-73.43775 45.75623,-70.13574 45.75623,-70.13574 47.83973,-73.43775 47.83973,-73.43775 45.75623))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Botaurus lentiginosus (Rackett, 1813)",
 "Year 2020-2024"
 ]
}

 The dataset includes 4318 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011911-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7wa9g
title: Occurrence Download

description: A dataset containing 487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Granata imbricata (Lamarck, 1816)",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 487 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026423-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ia1fa
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phrynocephalus horvathi von Mehely, 1894"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001610-150422101436696/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ixyumn
title: Occurrence Download

description: A dataset containing 4819 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxidea taxus (Schreber, 1777)"
 ]
}

 The dataset includes 4819 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026451-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwj4wz
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Geometry POLYGON((14.92743 -13.20582,14.46827 -14.25396,14.31922 -14.5785,15.36015 -14.82611,15.54045 -13.15053,14.92743 -13.20582))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 149 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011956-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gudruh
title: Occurrence Download

description: A dataset containing 1096 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Parioglossus Regan, 1912"
 ]
}

 The dataset includes 1096 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001610-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.