cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fyrpm7
title: Occurrence Download

description: A dataset containing 413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aotus Illiger, 1811",
 "HasCoordinate is true",
 "Geometry POLYGON((-62.226562 4.915832,-66.796875 5.441022,-68.554687 3.688855,-71.894531 1.054627,-75.234375 0.878871,-76.992187 -0.351560,-78.046875 -2.635788,-78.574218 -4.740675,-77.167968 -7.188100,-75.761718 -10.141931,-74.003906 -12.211180,-72.246093 -14.093957,-70.136718 -14.434680,-68.554687 -14.774882,-68.027343 -16.299051,-66.621093 -19.642587,-63.457031 -20.303417,-60.996093 -18.145851,-60.117187 -16.972741,-58.007812 -14.604847,-51.855468 -12.554563,-48.691406 -11.867350,-46.054687 -8.928487,-44.648437 -3.162455,-48.691406 -0.527336,-50.625 2.284550,-54.316406 5.615985,-59.414062 5.965753,-62.226562 4.915832))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 413 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004649-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kfy5e
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtandra externata S.Moore"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159964-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhgs34
title: Occurrence Download

description: A dataset containing 729 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Abies pinsapo Boiss."
 ]
}

 The dataset includes 729 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113037-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jupfrj
title: Occurrence Download

description: A dataset containing 656 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larix gmelinii (Rupr.) Kuzen."
 ]
}

 The dataset includes 656 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004649-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtt4mj
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtandra suffruticosa Ridl."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159965-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbaj56
title: Occurrence Download

description: A dataset containing 4875 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hexagonia Fr."
 ]
}

 The dataset includes 4875 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003064-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xu93n
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Primula japonica A.Gray"
 ]
}

 The dataset includes 264 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004649-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gheysk
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtandra farinosa C.B.Clarke"
 ]
}

 The dataset includes 35 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159968-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kc9rtu
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "HasCoordinate is true",
 "TaxonKey is Zygophyllum morgsana L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 95 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003059-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6idvw
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 2000-2018",
 "TaxonKey is Rhizophora mangle L."
 ]
}

 The dataset includes 388 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004649-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tff2y
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtandra fasciata H.J.Atkins"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159969-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdzfxe
title: Occurrence Download

description: A dataset containing 342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Australia)",
 "BasisOfRecord is one of (Specimen)",
 "Year is greater than or equal to 1900",
 "TaxonKey is Nassella trichotoma (Nees) Hack. & Arechav.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 342 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0337742-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfo7qa
title: Occurrence Download

description: A dataset containing 236068 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Accipiter gentilis (Linnaeus, 1758)"
 ]
}

 The dataset includes 236068 records from 362 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004650-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qn8ebj
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is South Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Cylindropuntia imbricata (Haw.) F.M.Knuth"
 ]
}

 The dataset includes 56 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0159858-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qtkhy8
title: Occurrence Download

description: A dataset containing 3895 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria sphacelata (Schumach.) Stapf & C.E.Hubb. ex Moss",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 3895 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000367-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13753604
title: Dataset: Insight on the Intracellular Supramolecular Assembly of DTTO A Peculiar Example of Cell-Driven Polymorphism
DOI: 10.5281/zenodo.13753605
title: Dataset: Insight on the Intracellular Supramolecular Assembly of DTTO A Peculiar Example of Cell-Driven Polymorphism
DOI: 10.15468/dl.5nvenr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Onagrodes oosyndica Prout, 1958)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013332-240906103802322/datasets/export for details.
DOI: 10.15468/dl.65yb6s
title: Occurrence Download

description: A dataset containing 11491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Zonibyx modestus (M.H.K.Lichtenstein, 1823)"
 ]
}

 The dataset includes 11491 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013334-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3jtv6
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Ourapteryx picticaudata (Walker, 1860))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 80 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013335-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rfct3
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New data on the genus Strumigenys (Hymenoptera: Formicidae) from Sumatra"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013337-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5a5kp2
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Oxymacaria temeraria (Swinhoe, 1891))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 191 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013338-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epna33
title: Occurrence Download

description: A dataset containing 70176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gracilariales"
 ]
}

 The dataset includes 70176 records from 469 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013336-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkbfqy
title: Occurrence Download

description: A dataset containing 1098344 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Material sample, Specimen, Living Specimen, Human Observation, Occurrence evidence)",
 "Geometry POLYGON((-73.75539 40.23173,-69.16228 40.23173,-69.16228 42.74451,-73.75539 42.74451,-73.75539 40.23173))",
 "HasGeospatialIssue is false",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 1098344 records from 280 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013317-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.574ng5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Ozola apparata Prout, 1928)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013339-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8sg9np
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((120.07296 35.93546,120.85095 35.93546,120.85095 36.24666,120.07296 36.24666,120.07296 35.93546))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Buteo lagopus (Pontoppidan, 1763)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013341-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8082584
title: CSRM Level 2 dataset: short-period Rayleigh wave ellipticity in continental China

description: This dataset contains the short-period Rayleigh wave ellipticity (4 - 8 s in period) measured from continuous waveforms of seismic ambient noise recorded by 3848  seismic stations deployed in continental China during 1990 and 2017. This dataset results from a project of constructing a 3-D seismic model of the shallow crust in continental China (Xiao et al, 2021, GJI) (model link). 

本数据库包含了利用1990 至 2017 年间中国大陆区域地震台站记录的连续背景噪声波形测量得到的短周期瑞利波偏振( 周期 4 - 8 s )。该数据库源于构建中国大陆区域高精度浅层地壳三维地震学模型的工作 (Xiao et al, 2021, GJI) (模型链接) 。

If you face any problem or issue in the usage of this dataset, please feel free to communicate with the corresponding author Xiao Xiao (xiaox.seis@gmail.com).
DOI: 10.5281/zenodo.8082585
title: CSRM Level 2 dataset: short-period Rayleigh wave ellipticity in continental China

description: This database contains the short-period Rayleigh wave ellipticity (4 - 8 s in period) measured from continuous waveforms of seismic ambient noise recorded by 3848 seismic stations deployed in the continental China during 1990 and 2017. Please click on the <strong>link</strong> to download the constructed high-resolution 3-D seismic model of the shallow crust in continental China. 本数据库包含了利用从1990至2017年间部署在中国大陆的地震台站记录的连续背景噪声数据测量得到的短周期瑞利波偏振( 周期 4 - 8 s )。请点击<strong>链接</strong>下载利用本数据库构建的中国区域高精度浅层地壳模型。 If you face any problem or issue in the usage of this dataset, Please feel free to communicate with the corresponding author Xiao Xiao: <strong>xiaox.seis@gmail.com</strong>.
DOI: 10.5281/zenodo.8101105
title: CSRM Level 2 dataset: short-period Rayleigh wave ellipticity in continental China

description: This dataset contains the short-period Rayleigh wave ellipticity (4 - 8 s in period) measured from continuous waveforms of seismic ambient noise recorded by 3848  seismic stations deployed in continental China during 1990 and 2017. This dataset results from a project of constructing a 3-D seismic model of the shallow crust in continental China (Xiao et al, 2021, GJI) (model link). 

本数据库包含了利用1990 至 2017 年间中国大陆区域地震台站记录的连续背景噪声波形测量得到的短周期瑞利波偏振( 周期 4 - 8 s )。该数据库源于构建中国大陆区域高精度浅层地壳三维地震学模型的工作 (Xiao et al, 2021, GJI) (模型链接) 。

If you face any problem or issue in the usage of this dataset, please feel free to communicate with the corresponding author Xiao Xiao (xiaox.seis@gmail.com).
DOI: 10.15468/dl.tnern2
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Specimen, Occurrence evidence, Human Observation)",
 "Continent is Africa",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anguilla marmorata Quoy & Gaimard, 1824"
 ]
}

 The dataset includes 192 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013340-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8095501
title: CSRM Level 2 dataset: stacked receiver function in continental China

description: This dataset contains the stacked receiver function (time before the arrival time of the Moho-converted PmS phase) estimated from 2,125,021 original receiver functions, calculated based on the waveforms of 9361 tele-seismic events recorded by 3848  seismic stations deployed in continental China. This dataset results from a project of constructing a 3-D seismic model of the shallow crust in continental China (Xiao et al, 2021, GJI) (model link). 

本数据集包含了从 2,125,021 条原始接收函数计算的单台叠加接收函数(时间早于 Moho 面 PmS 转换波到时)。原始接收函数的计算基于中国大陆区域 3848 个地震台站接收的 9361 个远震事件的波形。该数据库源于构建中国大陆区域高精度浅层地壳三维地震学模型的工作 (Xiao et al, 2021, GJI) (模型链接) 。

If you face any problem or issue in the usage of this dataset, please feel free to communicate with the corresponding author Xiao Xiao (xiaox.seis@gmail.com).
DOI: 10.5281/zenodo.8095502
title: CSRM Level 2 dataset: stacked receiver function in the continental China

description: This database contains the stacked receiver function (<strong>time before the arrival time of the Moho-converted PmS phase</strong>) estimated from 2,125,021 original receiver functions, calculated based on the waveforms of 9361 tele-seismic events recorded by 3848 seismic stations deployed in the continental China. Please click on the <strong>link</strong> to download the constructed high-resolution 3-D seismic model of the shallow crust in the continental China. 本数据库包含了从 2,125,021 条原始接收函数估计出来的叠加接收函数(时间早于 Moho 面 PmS 转换波的到时)。原始接收函数的计算基于中国大陆区域 3848 个地震台站接收的 9361 个远震事件的波形记录。请点击<strong>链接</strong>下载利用本数据库构建的中国区域高精度浅层地壳模型。 If you face any problem or issue in the usage of these databases, Please feel free to communicate with the corresponding author Xiao Xiao: <strong>xiaox.seis@gmail.com</strong>.
DOI: 10.5281/zenodo.8101006
title: CSRM Level 2 dataset: stacked receiver function in continental China

description: This dataset contains the stacked receiver function (time before the arrival time of the Moho-converted PmS phase) estimated from 2,125,021 original receiver functions, calculated based on the waveforms of 9361 tele-seismic events recorded by 3848  seismic stations deployed in continental China. This dataset results from a project of constructing a 3-D seismic model of the shallow crust in continental China (Xiao et al, 2021, GJI) (model link). 

本数据集包含了从 2,125,021 条原始接收函数计算的单台叠加接收函数(时间早于 Moho 面 PmS 转换波到时)。原始接收函数的计算基于中国大陆区域 3848 个地震台站接收的 9361 个远震事件的波形。该数据库源于构建中国大陆区域高精度浅层地壳三维地震学模型的工作 (Xiao et al, 2021, GJI) (模型链接) 。

If you face any problem or issue in the usage of this dataset, please feel free to communicate with the corresponding author Xiao Xiao (xiaox.seis@gmail.com).
DOI: 10.6084/m9.figshare.27004276
title: Cooperation Resilience via Network Rankings Data

description: Extracted data from simulated networks for 'Aiding the Resilience of Cooperation through the Use of Network Rankings'.Includes 4 sets of data categorized by signal strengths (p,q) and further categorized by the network ranking utilized as method of public information.(_1 - Deg. Hi., _2 - Deg.Lo, _3 - Bet. Hi., _4 - Bet. Lo., _5 - Eig. Hi., _6 - Eig. Lo., _008 - Random (rc = 0.8))<br><br>
DOI: 10.6084/m9.figshare.27004276.v1
title: Cooperation Resilience via Network Rankings Data

description: Extracted data from simulated networks for 'Aiding the Resilience of Cooperation through the Use of Network Rankings'.Includes 4 sets of data categorized by signal strengths (p,q) and further categorized by the network ranking utilized as method of public information.(_1 - Deg. Hi., _2 - Deg.Lo, _3 - Bet. Hi., _4 - Bet. Lo., _5 - Eig. Hi., _6 - Eig. Lo., _008 - Random (rc = 0.8))<br><br>
DOI: 10.5281/zenodo.13332869
title: Acquiring musculoskeletal skills with curriculum-based reinforcement learning - model weights

description: Acquiring musculoskeletal skills with curriculum-based reinforcement learning, Neuron 2024

Here we provide the weights of the neural network policies used for the analysis presented in our article.

The archives whose names start with a number (01 - 32) correspond to the 32 curriculum steps to train the Baoding Balls policy which ranked first at the MyoChallenge 2022. The code used for the training and which can be used to test the policies can be found at https://github.com/amathislab/myochallenge.

The archives hand_pose, hand_reach, pen and reorient correspond to the other policies used in the article. They were developed in the paper Latent exploration for reinforcement learning, Chiappa et al., NeurIPS 2023. They can be loaded and tested with the code at https://github.com/amathislab/lattice.

The archive datasets includes three subfolders: rollouts, umap and csi.



The files in rollouts are the datasets of transitions resulting from the interaction between a policy and the environment. 

The files in umap are the pre-computed projections of specific subsets fo the datasets included in rollouts using UMAP.

The files in csi report the performance of the policies described in our paper when applying Control Subspace Inactivation (CSI).


These datasets are necessary to run the notebooks to reproduce the paper's figures and main results, with the code at https://github.com/amathislab/MyoChallengeAnalysis

If you find these weights useful, please cite:



@article{chiappa2024acquiring,

title={Acquiring musculoskeletal skills with curriculum-based reinforcement learning},

author={Chiappa, Alberto Silvio and Tano, Pablo and Patel, Nisheet and Ingster, Abigail and Pouget, Alexandre and Mathis, Alexander},

journal={bioRxiv},

pages={2024--01},

year={2024},

publisher={Cold Spring Harbor Laboratory}

}

 

@article{chiappa2024latent,

title={Latent exploration for reinforcement learning},

author={Chiappa, Alberto Silvio and Marin Vargas, Alessandro and Huang, Ann and Mathis, Alexander},

journal={Advances in Neural Information Processing Systems},

volume={36},

year={2024}

}
DOI: 10.5281/zenodo.8081622
title: CSRM Level 2 dataset: tele-seismic P-wave polarization angle in continental China

description: This dataset contains the tele-seismic P-wave polarization angles (total 5,439,702 measurements) measured from P wave waveforms of 9361 tele-seismic events recorded by 3848 seismic stations deployed in continental China. This dataset results from a project of constructing a 3-D seismic model of the shallow crust in continental China (Xiao et al, 2021, GJI) (model link). 

本数据集包含了利用中国大陆区域 3848 个地震台站记录的 9361 个远震事件的 P 波波形测量得到的 P 波偏振角度 (总共 5,439,702 个) 。本数据集源于构建中国大陆区域高精度浅层地壳三维地震学模型的工作 (Xiao et al, 2021, GJI) (模型链接) 。

If you face any problem or issue in the usage of this dataset, please feel free to communicate with the corresponding author Xiao Xiao (xiaox.seis@gmail.com).