cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.df5c9b
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paspalum centrale Chase"
 ]
}

 The dataset includes 146 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061615-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hka87p
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Costus juruanus K.Schum."
 ]
}

 The dataset includes 54 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148426-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqf786
title: Occurrence Download

description: A dataset containing 712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sorbus hupehensis C.K.Schneid."
 ]
}

 The dataset includes 712 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097744-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.374vdp
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 3.0-1000000.0",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abronia deppii (Wiegmann, 1828)"
 ]
}

 The dataset includes 84 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061612-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nfzdg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Larimus fasciatus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148425-230224095556074/datasets/export for details.
DOI: 10.15468/dl.zv2fhp
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollusca",
 "DatasetKey is Inventaires complémentaires des espèces déterminantes ZNIEFF-Données naturalistes sur des périmètres pour créations de nouvelles ZNIEFF ou atualisation de ZNIEFF existantes",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 58 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215310-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2saae
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterostylis clivicola (D.L.Jones) G.N.Backh."
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097724-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5k9cj
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ipomoea malpighipila O'Donell"
 ]
}

 The dataset includes 84 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061623-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gb65t
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollusca",
 "DatasetKey is CardObs : Observations naturalistes issues de l'outil CardObs-Données naturalistes de Maxime ESNAULT",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215315-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbffzf
title: Occurrence Download

description: A dataset containing 612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Country is Kenya",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Falco Linnaeus, 1758"
 ]
}

 The dataset includes 612 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148427-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p3tpd3
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterostylis crassa (D.L.Jones) G.N.Backh."
 ]
}

 The dataset includes 25 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097748-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrqvq2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Lagocephalus laevigatus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148436-230224095556074/datasets/export for details.
DOI: 10.15468/dl.akcmdt
title: Occurrence Download

description: A dataset containing 32519 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Woodsia ilvensis (L.) R.Br."
 ]
}

 The dataset includes 32519 records from 335 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061640-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2x4c9f
title: Occurrence Download

description: A dataset containing 242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollusca",
 "DatasetKey is CardObs : Observations naturalistes issues de l'outil CardObs-Syndicat de l'Eygoutier - expertise Marais de l'Estagnol",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 242 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215311-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8uspm3
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Costus ledermannii Loes."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148437-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dgube8
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterostylis ×conoglossa Upton"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097745-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82ufwa
title: Occurrence Download

description: A dataset containing 135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arthonia helvola (Nyl.) Nyl.)",
 "BasisOfRecord is Specimen",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 135 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061651-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4b9cvf
title: Occurrence Download

description: A dataset containing 371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mollusca",
 "DatasetKey is La Planète revisitée - Corse 2019-2022-La Planète Revisitée Corse 2021 : prospections Côte orientale et Cap Corse",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 371 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215319-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjypef
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.25.255_2",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 18 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148439-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tss8v6
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterostylis diminuta (D.L.Jones) G.N.Backh."
 ]
}

 The dataset includes 51 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097774-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ay3ga
title: Occurrence Download

description: A dataset containing 912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus L.",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is 1932"
 ]
}

 The dataset includes 912 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061631-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4d5bvm
title: Occurrence Download

description: A dataset containing 41034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Glyceria declinata Bréb.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 41034 records from 575 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068485-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17028/rd.lboro.29482847
title: Datasets for "Optimising Complexity and Learning for Photonic Reservoir Computing with Gain-Controlled Multimode Fibres"

description: The data is associated with the main text and supplementary figures. The dataset is provided in .fig format and separated into folders. They can be opened by open-source software such as Octave.Giulia Marcucci, Luana Olivieri, and Juan Sebastian Totero Gongora, "Optimising complexity and learning for photonic reservoir computing with gain-controlled multimode fibres", Front. Nanotechnol. 7:1631564 (2025). DOI: 10.3389/fnano.2025.1631564
DOI: 10.17028/rd.lboro.29482847.v1
title: Datasets for "Optimising Complexity and Learning for Photonic Reservoir Computing with Gain-Controlled Multimode Fibres"

description: The data is associated with the main text and supplementary figures. The dataset is provided in .fig format and separated into folders. They can be opened by open-source software such as Octave.Giulia Marcucci, Luana Olivieri, and Juan Sebastian Totero Gongora, "Optimising complexity and learning for photonic reservoir computing with gain-controlled multimode fibres", Front. Nanotechnol. 7:1631564 (2025). DOI: 10.3389/fnano.2025.1631564
DOI: 10.34740/kaggle/dsv/12508402
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15963523
title: Drying rivers and climate change; Dataset

description: The files listed here represent the data used in the construction and analysis of the Bayesian Belief Networks (BBNs). Specifically, the input files that were used by the R scripts to preprocess and transform the data. The resulting output files from these scripts served as the input for the development of the BBNs. The R scripts can be found here: https://doi.org/10.5281/zenodo.16036079
DOI: 10.5281/zenodo.16034615
title: Drying rivers and climate change; Dataset

description: The files listed here represent the data used in the construction and analysis of the Bayesian Belief Networks (BBNs). Specifically, the input files that were used by the R scripts to preprocess and transform the data. The resulting output files from these scripts served as the input for the development of the BBNs. The R scripts can be found here: https://doi.org/10.5281/zenodo.16036079
DOI: 10.15468/dl.3j87q7
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio pectinatus"
 ]
}

 The dataset includes 12 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006923-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wrh93
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006925-250717081556266/datasets/export for details.
DOI: 10.15468/dl.3wt58j
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyllonorycter platani",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006921-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16096117
title: Does Financial Credit Drive Sectoral Economic Growth in Uganda? Evidence from Other Depository Corporations

description: This is the dataset we used in our manuscript
DOI: 10.5281/zenodo.16096118
title: Does Financial Credit Drive Sectoral Economic Growth in Uganda? Evidence from Other Depository Corporations

description: This is the dataset we used in our manuscript
DOI: 10.15468/dl.zgbqaj
title: Occurrence Download

description: A dataset containing 5140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon dorsalis)"
 ]
}

 The dataset includes 5140 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006922-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ysnbdt
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orconectes limosus",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006924-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7uhqm
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sandbergia whitedii"
 ]
}

 The dataset includes 189 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006926-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16096119
title: Illuminating oncogenic KRAS signaling by multi-dimensional chemical proteomics

description: Mutated KRAS is among the most frequent activating genetic alterations in cancer. Drug discovery efforts have led to inhibitors that block mutant KRAS activity. To better understand the molecular basis of their cytostatic rather than cytotoxic effects, we performed comprehensive dose-dependent proteome-wide target deconvolution, pathway engagement, and protein expression characterization in response to KRAS, MEK, ERK, SHP2, and SOS1 inhibitors in pancreatic (KRAS G12C, G12D) and lung cancer (KRAS G12C) cell lines. Analysis of the dose-response curves available online revealed common and cell line-specific signaling networks dominated by KRAS activity. Time-dose experiments separated early ERK-driven effects from those that result from cell cycle arrest. The transition occurred without substantial proteome re-modelling but extensive changes in phosphorylation and ubiquitinylation. Our resource highlights the complexity of KRAS signaling in cancer and places a large number of new proteins and their modifications into this functional context for further exploration.

We provide all dose-response curve data processed using internal pipelines or CurveCurator v0.5.0 (https://github.com/kusterlab/curve_curator). A README file is included with details about each file and a Meta table describing the experimental conditions. Each CurveCurator folder contains both the input data (including the TOML parameter file used for curve generation) and the output, which includes interactive dashboards (dashboard.html) and processed curve data (curves.txt).

Phospho-proteome, whole proteome, ubiquitinome, Kinobead pulldown, and cysteine profiling data are provided in separate ZIP folders. Additionally, we include all aggregated supplementary tables and analysis output tables used for figure generation in the manuscript.
DOI: 10.5281/zenodo.13380481
title: Illuminating oncogenic KRAS signaling by multi-dimensional chemical proteomics

description: Mutated KRAS is among the most frequent activating genetic alterations in cancer. Drug discovery efforts have led to inhibitors that block mutant KRAS activity. To better understand the molecular basis of their cytostatic rather than cytotoxic effects, we performed comprehensive dose-dependent proteome-wide target deconvolution, pathway engagement, and protein expression characterization in response to KRAS, MEK, ERK, SHP2, and SOS1 inhibitors in pancreatic (KRAS G12C, G12D) and lung cancer (KRAS G12C) cell lines. Analysis of the dose-response curves available online revealed common and cell line-specific signaling networks dominated by KRAS activity. Time-dose experiments separated early ERK-driven effects from those that result from cell cycle arrest. The transition occurred without substantial proteome re-modelling but extensive changes in phosphorylation and ubiquitinylation. Our resource highlights the complexity of KRAS signaling in cancer and places a large number of new proteins and their modifications into this functional context for further exploration.

We provide all dose-response curve data processed using internal pipelines or CurveCurator v0.5.0 (https://github.com/kusterlab/curve_curator). A README file is included with details about each file and a Meta table describing the experimental conditions. Each CurveCurator folder contains both the input data (including the TOML parameter file used for curve generation) and the output, which includes interactive dashboards (dashboard.html) and processed curve data (curves.txt).

Phospho-proteome, whole proteome, ubiquitinome, Kinobead pulldown, and cysteine profiling data are provided in separate ZIP folders. Additionally, we include all aggregated supplementary tables and analysis output tables used for figure generation in the manuscript.
DOI: 10.15468/dl.m7shrq
title: Occurrence Download

description: A dataset containing 1520426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Philippines",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1520426 records from 1075 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006881-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/fmcdmu
title: Social justice content shared by Dutch influencers dataset

description: This dataset consists of a list of the 15 most-followed Dutch influencers on Instagram and TikTok and the social justice content shared between January 1 2020 until August 1 2020.
DOI: 10.5281/zenodo.16036078
title: Drying rivers and climate change; R Scripts

description: The files listed here represent the R scripts used in the construction and analysis of the Bayesian Belief Networks (BBNs). The input and output files can be found here: https://doi.org/10.5281/zenodo.16034615
DOI: 10.5281/zenodo.16036079
title: Drying rivers and climate change; R Scripts

description: The files listed here represent the R scripts used in the construction and analysis of the Bayesian Belief Networks (BBNs). The input and output files can be found here: https://doi.org/10.5281/zenodo.16034615
DOI: 10.15468/dl.4wwvrn
title: Occurrence Download

description: A dataset containing 367107 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is SeasonWatch - Tree Phenology Dataset (India)"
 ]
}

 The dataset includes 367107 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006909-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fmyfn
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvinia molesta",
 "Country is Zambia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006929-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.