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

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Botiidae"
 ]
}

 The dataset includes 57 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066356-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/5cd-snv-4j6
title: Steinchisma decipiens (Nees ex Trin.) W.V.Br.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sgd-4en-8k6
title: Eragrostis hypnoides (Lam.) Britton, Sterns & Poggenb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/61l-m52-7ep
title: Eriochloa punctata (L.) Ham.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fwc-qsa-zy6
title: Melicope retusa (A. Gray) T. G. Hartley

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5vn-mkw-md6
title: Phlomis samia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mcy-q44-pn5
title: Potamogeton perfoliatus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8hf-ap2-3x2
title: Eriochrysis cayennensis P.Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tah-ggk-zew
title: Panicum glutinosum Sw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/79k-6e0-3ln
title: Chascolytrum erectum (Lam.) Desv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0p0-s6w-bsg
title: Carex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/drx-z31-qds
title: Briza minor L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/752-rj2-rlh
title: Lycopus europaeus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gk4-2c9-qnn
title: Carex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1z3-5l1-eb5
title: Eriochloa punctata (L.) Ham.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3m0-nj0-2fr
title: Salvia verbenaca L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/09s-mrr-gz0
title: Eriochloa punctata (L.) Ham.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fnp-n2p-6bv
title: Sideritis hyssopifolia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4wj-995-0tj
title: Eriochrysis cayennensis P.Beauv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sd5-2ez-ydc
title: Carex tricolor Velen.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.43styg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Craugastor punctariolus)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066355-250717081556266/datasets/export for details.
DOI: 10.3535/b9k-nxn-p80
title: Carex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5h2-62e-d34
title: Carex tomentosa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6wm-4c6-ztl
title: Carex tristis M.Bieb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hrc-yyh-slg
title: Carex tricolor Velen.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rwq-y26-cay
title: Carex trinervis Degl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g9r-g1g-e14
title: Carex tristis M.Bieb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.ajtw6w
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Pseudobranchus axanthus belli)"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016217-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ze7jy
title: Occurrence Download

description: A dataset containing 4681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Robinia pseudoacacia",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4681 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016215-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15689667
title: Data for the Paper "Scalable and Generalizable RL Agents for Attack Path Discovery via Continuous Invariant Spaces"

description: This repository contains the data used in the paper "Scalable and Generalizable RL Agents for Attack Path Discovery via Continuous Invariant Spaces". This data has been generated using the C-CyberBattleSim framework, an extension of the original Microsoft CyberBattleSim framework. It includes the data scraped for generating scenarios, the scenarios generated, the training/testing/hyper-optimization results of the GAE, agent models, and the multi-label classifier used to label the vulnerabilities.

The folder attached is organized in the following way:



environment_database/: Contains the data scraped from NVD and Shodan regarding services and vulnerabilities used in the simulations.

scenarios/: Contains the scenarios generated using the environment database attached.

classifiers_data/: Contains the labeled vulnerabilities used for training the multi-label classifier.

gae_hyperopt/: Contains the results of the hyperparameter optimization for the GAE model.

gae_training/: Contains the results of the training & testing of the GAE model.

classifiers_hyperopt/: Contains the results of the hyperparameter optimization for the multi-label classifier model.

classifiers_training_testing/: Contains the results of the training & testing of the multi-label classifier model.

agent_hyperopt/: Contains the results of the hyperparameter optimization for agent models.

agents_training_testing/: Contains the results of the training & testing of agent models.

config/: The configuration files used in the study are divided into sub-folders according to the specific sub-study where used.


The subfolders within each folder have been renamed to be self-explanatory. For any questions regarding reproducibility, please feel free to contact us. The C-CyberBattleSim tool includes a README file with detailed commands for effectively using this data.
DOI: 10.5281/zenodo.14604651
title: Data for the Paper "Scalable and Generalizable RL Agents for Attack Path Discovery via Continuous Invariant Spaces"

description: This repository contains the data used in the paper "Scalable and Generalizable RL Agents for Attack Path Discovery via Continuous Invariant Spaces". This data has been generated using the C-CyberBattleSim framework, an extension of the original Microsoft CyberBattleSim framework. It includes the data scraped for generating scenarios, the scenarios generated, the training/testing/hyper-optimization results of the GAE, agent models, and the multi-label classifier used to label the vulnerabilities.

The folder attached is organized in the following way:



environment_database/: Contains the data scraped from NVD and Shodan regarding services and vulnerabilities used in the simulations.

scenarios/: Contains the scenarios generated using the environment database attached.

classifiers_data/: Contains the labeled vulnerabilities used for training the multi-label classifier.

gae_hyperopt/: Contains the results of the hyperparameter optimization for the GAE model.

gae_training/: Contains the results of the training & testing of the GAE model.

classifiers_hyperopt/: Contains the results of the hyperparameter optimization for the multi-label classifier model.

classifiers_training_testing/: Contains the results of the training & testing of the multi-label classifier model.

agent_hyperopt/: Contains the results of the hyperparameter optimization for agent models.

agents_training_testing/: Contains the results of the training & testing of agent models.

config/: The configuration files used in the study are divided into sub-folders according to the specific sub-study where used.


The subfolders within each folder have been renamed to be self-explanatory. For any questions regarding reproducibility, please feel free to contact us. The C-CyberBattleSim tool includes a README file with detailed commands for effectively using this data.
DOI: 10.15468/dl.8cjgzp
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Prasinophyceae"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016218-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rz7ykg
title: Occurrence Download

description: A dataset containing 764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryoria fuscescens",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 764 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016220-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eus5az
title: Occurrence Download

description: A dataset containing 3144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calystegia purpurata"
 ]
}

 The dataset includes 3144 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016219-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6r4ka
title: Occurrence Download

description: A dataset containing 467 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuphea pseudovaccinium"
 ]
}

 The dataset includes 467 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016222-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sr8v64
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odontarrhena carica"
 ]
}

 The dataset includes 48 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016223-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqb4be
title: Occurrence Download

description: A dataset containing 6737 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Vouarana guianensis, Urvillea ulmacea, Tristiropsis acutangula, Toechima tenax)"
 ]
}

 The dataset includes 6737 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016221-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zx7va
title: Occurrence Download

description: A dataset containing 2427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Robinia pseudoacacia",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2427 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016224-250711103210423/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.29568722
title: Event Log Datasets

description: Twelve public event log datasets for <b>Collaborative Business Processes</b><b> </b>(CBPs) are presented here. Among them, the event logs Log-01~Log-04 are collected from some CBPs for the treatment of certain diseases such as gastric ulcer and diabetes in the hospital, the event logs Log-05~Log-07 are collected from some CBPs for designing and manufacturing products such as automobiles, the event logs Log-08~Log-09 are collected from some CBPs for financial services such as bank loans, and the event logs Log-10~Log-12 are collected from some CBPs in e-commerce such as return processing in online stores.<br>
DOI: 10.6084/m9.figshare.29568722.v1
title: Event Log Datasets

description: Twelve public event log datasets for <b>Collaborative Business Processes</b><b> </b>(CBPs) are presented here. Among them, the event logs Log-01~Log-04 are collected from some CBPs for the treatment of certain diseases such as gastric ulcer and diabetes in the hospital, the event logs Log-05~Log-07 are collected from some CBPs for designing and manufacturing products such as automobiles, the event logs Log-08~Log-09 are collected from some CBPs for financial services such as bank loans, and the event logs Log-10~Log-12 are collected from some CBPs in e-commerce such as return processing in online stores.<br>
DOI: 10.15468/dl.2cqkwc
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016225-250711103210423/datasets/export for details.
DOI: 10.15468/dl.7z7mz2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leuciscus waleckii tumensis"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016226-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a9dh2k
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rattus rattus",
 "Country is Kiribati",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016230-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtggxd
title: Occurrence Download

description: A dataset containing 1205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Pseudobranchus striatus)"
 ]
}

 The dataset includes 1205 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016228-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.db8dz7
title: Occurrence Download

description: A dataset containing 7014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Robinia pseudoacacia",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7014 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016229-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c59g5gs42
title: MassIVE MSV000098518 - LC MS dataset of Automated Annotation of Complex Natural Products Using A Modular Fragmentation based Structure Assembly Strategy
title: This dataset contains high resolution LC ESI MS2 data (.raw and .mzML format) and corresponding metadata for the analysis of standard compounds and plant extracts, with a focus on daphnane type diterpenoids and Thymelaeaceae related plant materials, together with limonoids and crude drugs. The data are organized into five separate archives: daphnane-type diterpenoids (DA01 to DA58) LC MS data of 58 structurally confirmed daphnane type diterpenoid standards. These reference compounds were used to build spectral libraries and assist in the annotation of structurally related natural products. limonoid type triterpenoids (LM01 to LM03) LC MS data of 3 limonoid-type triterpenoid standards used as other types of CNPs for extension of the MFSA workflow. Thymelaeaceae extracts (Thy01 to Thy56).zip LC-MS data of 56 extracts from various species and parts of plants in the Thymelaeaceae family, prepared using standardized extraction protocols. Crude drug extracts (CD01 to CD07) LC-MS data of 7 crude drug samples used for the extension application of the CNPs-MFSA workflow. Each archive contains: .raw files: LC-MS raw data for each sample. .mzML files: converted LC-MS raw data for each sample. Metadata files: detailing sample ID, species or compound name, origin, instrument model, acquisition mode, and collision energy.
DOI: 10.15468/dl.4hmpey
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hesperis hedgei"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016231-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnm9zq
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016236-250711103210423/datasets/export for details.
DOI: 10.15468/dl.cg2e5k
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calystegia purpurata saxicola"
 ]
}

 The dataset includes 163 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016232-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cezpf
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAC3475"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016237-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf465b
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptophyllium limogesi"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016235-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zyj7t
title: Occurrence Download

description: A dataset containing 5513 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuphea racemosa"
 ]
}

 The dataset includes 5513 records from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016233-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9av55
title: Occurrence Download

description: A dataset listing the 24 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.06554 49.41192,1.07314 49.41192,1.07314 49.41552,1.06554 49.41552,1.06554 49.41192))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 24 records were derived from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016214-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15907919
title: Data Penelitian (Nicholas & Putri)

description: Data bar bending schedule
DOI: 10.15468/dl.ewa2pk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Scutellaria baicalensis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016200-250711103210423/datasets/export for details.
DOI: 10.15468/dl.9nf3sb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Ginkgo biloba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016199-250711103210423/datasets/export for details.