cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15001545
title: CEDS v_2025_04_18 Gridded Data 0.1 degree

description: This Zenodo data entry is a documentation placeholder and diagnostic data release for the v_2025_04_18 0.1 degree gridded data released via ESGF.



 




This data is derived from CEDS v_2025_03_18 aggregate emissions release, which includes emissions data files by emission species (SO2, NOx, BC, OC, NH3, NMVOC,  CO, CO2, CH4, N2O), country, and sector released here:




https://zenodo.org/records/15059443




 




This data set can be accessed via ESGF, for detailed instructions on how to access and download, as well as data notes, see the README file attached.




 




The files released here include:




 




CEDS_v_2025_04_18_0.1_Gridded_README.txt (instructions for access on ESGF and data notes)




v_2025_04_18 gridded 0.1 check sums

 




See the CEDS GitHub site for details including journal paper reference information and any known issues with this data:


https://github.com/JGCRI/CEDS
DOI: 10.5281/zenodo.15001546
title: CEDS v_2025_04_18 Gridded Data 0.1 degree

description: This Zenodo data entry is a documentation placeholder and diagnostic data release for the v_2025_04_18 0.1 degree gridded data released via ESGF.



 




This data is derived from CEDS v_2025_03_18 aggregate emissions release, which includes emissions data files by emission species (SO2, NOx, BC, OC, NH3, NMVOC,  CO, CO2, CH4, N2O), country, and sector released here:




https://zenodo.org/records/15059443




 




This data set can be accessed via ESGF, for detailed instructions on how to access and download, as well as data notes, see the README file attached.




 




The files released here include:




 




CEDS_v_2025_04_18_0.1_Gridded_README.txt (instructions for access on ESGF and data notes)




v_2025_04_18 gridded 0.1 check sums

 




See the CEDS GitHub site for details including journal paper reference information and any known issues with this data:


https://github.com/JGCRI/CEDS
DOI: 10.15468/dl.68tzvy
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bunocephalus erondinae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047543-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/h5j-edq-ca1
title: Protoblastenia rupestris (Scop.) J. Steiner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p02-mt5-ncj
title: Candelariella aurella (Hoffm.) Zahlbr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pep-c48-4l7
title: Diploschistes muscorum (Scop.) R. Sant.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ead-s08-38g
title: Lepraria alpina (B. de Lesd.) Tretiach & Baruffo

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rc6-5sz-s5t
title: Lecanora saligna (Schrad.) Zahlbr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wn1-6mr-644
title: Lecidella stigmatea (Ach.) Hertel & Leuckert

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bzf-lqp-qe0
title: Diplotomma alboatrum (Hoffm.) Flot.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cer-hpg-d80
title: Xanthoria elegans (Link) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2y0-9k0-t5l
title: Romjularia lurida (Ach.) Timdal

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/84h-r9w-4qs
title: Trapeliopsis flexuosa (Fr.) Coppins & P. James

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k44-sbq-1fl
title: Peltigera rufescens (Weiss) Humb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7n1-0fv-592
title: Trapeliopsis granulosa (Hoffm.) Lumbsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.ybc28x
title: Occurrence Download

description: A dataset containing 63603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cariama cristata",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025",
 "DecimalLatitude is greater than or equal to -90.0",
 "DecimalLatitude is less than or equal to 90.0",
 "DecimalLongitude is greater than or equal to -180.0",
 "DecimalLongitude is less than or equal to 180.0",
 "HasCoordinate is true"
 ]
}

 The dataset includes 63603 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047494-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/a5n-kp8-2me
title: Brodoa intestiniformis (Vill.) Goward

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c5h-8k7-ea4
title: Cetraria islandica (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pz4-p41-n9v
title: Rhizocarpon geographicum (L.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r48-myv-yx3
title: Psora decipiens (Hedw.) Hoffm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cr9-m6r-j81
title: Rinodina blastidiata Matzer & H. Mayrhofer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vye-6jn-nnq
title: Chrysothrix chamaecyparicola Lendemer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.17089251
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250910a Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250910a Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.17089252
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250910a Initial

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250910a Initial. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.3535/3lp-l2m-3eb
title: Protoparmelia badia (Hoffm.) Hafellner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w2d-hrp-j4z
title: Lecanora pulicaris (Pers.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zcf-qm2-5j4
title: Lichenoconium lecanorae (Jaap) D. Hawksw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.34740/kaggle/dsv/13012817
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.3535/77f-7gl-tve
title: Chaenotheca chrysocephala (Ach.) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hzc-p88-sz9
title: Psora decipiens (Hedw.) Hoffm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/th4-0wg-pcg
title: Aspicilia candida (Anzi) Hue

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3kq-22b-las
title: Rhizocarpon hochstetteri (Körb.) Vain.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/573-x6e-044
title: Physconia muscigena (Ach.) Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.15532265
title: Hail_XGB_predictions_Australia

description: This repository contains large hail (>2.5 cm) probabilities for the period 1959-2022 for the Australia. The model is a machine learning model using XGBoost. More details will be soon available once the paper is published.
DOI: 10.5281/zenodo.17089201
title: Hail_XGB_predictions_Australia

description: This repository contains large hail (>2.5 cm) probabilities for the period 1959-2022 for the Australia. The model is a machine learning model using XGBoost. More details will be soon available once the paper is published.
DOI: 10.3535/zvw-hpl-sca
title: Parmeliopsis ambigua (Hoffm.) Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5hy-cz8-155
title: Farnoldia jurana (Schaer.) Hertel

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hbf-0ak-abm
title: Lecidea confluens (Weber) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e6b-qvg-w8v
title: Physcia dubia (Hoffm.) Lettau

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/76j-jn8-4q5
title: Umbilicaria cylindrica (L.) Delise

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bg9-0zx-x4p
title: Buellia aethalea (Ach.) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yx3-gsn-dsk
title: Rhizocarpon geographicum (L.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8ze-20c-gzl
title: Physconia muscigena (Ach.) Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h94-pcs-sbe
title: Xanthoparmelia pulla (Ach.) O. Blanco, A. Crespo, Elix, D. Hawksw. & Lumbsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7af-qp0-pej
title: Ochrolechia androgyna (Hoffm.) Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jv0-88e-xkb
title: Ochrolechia upsaliensis (L.) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.q8pppy
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047549-250827131500795/datasets/export for details.
DOI: 10.3535/fac-wem-9bh
title: Phaeorrhiza nimbosa (Fr.) H. Mayrhofer & Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.4r26qf
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047550-250827131500795/datasets/export for details.
DOI: 10.3535/q9w-c7n-r25
title: Melanohalea exasperata (De Not.) O. Blanco, A. Crespo, Divakar, Essl., D. Hawksw. & Lumbsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.c9xy46
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera stricta",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 402 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047551-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/zmy-z2h-xyr
title: Cetraria islandica (L.) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mxm-b4j-x5f
title: Umbilicaria deusta (L.) Baumg.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0bk-xlr-70q
title: Physconia muscigena (Ach.) Poelt

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/268-bj3-y3b
title: Lecidea confluens (Weber) Ach.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fgb-6xj-9te
title: Indeterminatae lichenes

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4th-mrq-gyr
title: Peltigera venosa (L.) Hoffm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kje-rfz-cht
title: Carbonea intrudens (H. Magn.) Hafellner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/96p-94x-hhk
title: Peltigera praetextata (Flörke ex Sommerf.) Zopf

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pk0-cln-p3k
title: Peltigera praetextata (Flörke ex Sommerf.) Zopf

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/61p-sx5-596
title: Dacampia hookeri (Borrer) A. Massal.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q32-w9q-6qq
title: Lecidella stigmatea (Ach.) Hertel & Leuckert

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.bgqc79
title: Occurrence Download

description: A dataset containing 300 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Etroplus suratensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 300 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047552-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/e2z-tr1-85t
title: Anaptychia ciliaris (L.) Flot.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4e7-c1q-lyf
title: Lecanora munzii K. Knudsen & Lendemer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/faa-qvm-t1s
title: Cryptothecia evergladensis Seavey

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r3n-wqv-kyv
title: Rinodina blastidiata Matzer & H. Mayrhofer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pq9-k8v-dvm
title: Rinodina blastidiata Matzer & H. Mayrhofer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wx7-c6q-naf
title: Lecania cyrtella (Ach.) Th. Fr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/21k-1r2-647
title: Lecanora mughicola Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wr0-b3s-dpm
title: Lecanora mughicola Nyl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y0a-9mr-yda
title: Pycnora praestabilis (Nyl.) Hafellner

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rge-b5s-s0k
title: Buellia erubescens Arnold

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tlm-y9f-10n
title: Melanelixia subaurifera (Nyl.) O. Blanco, A. Crespo, Divakar, Essl., D. Hawksw. & Lumbsch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xkc-2d9-bcw
title: Aspicilia candida (Anzi) Hue

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.artn5h
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Alouatta palliata",
 "Year 2024-2025"
 ]
}

 The dataset includes 51 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047554-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7b2-6m3-en8
title: Muellerella pygmaea (Körb.) D. Hawksw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tf6-v4w-2pb
title: Phaeophyscia orbicularis (Neck.) Moberg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/443-nhe-7nm
title: Diplotomma alboatrum (Hoffm.) Flot.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wby-2nx-lpe
title: Physcia dubia (Hoffm.) Lettau

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fcb-s1m-pc1
title: Peltigera rufescens (Weiss) Humb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/png-t6v-z52
title: Schaereria fuscocinerea (Nyl.) Clauzade & Cl. Roux

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.y29ufy
title: Occurrence Download

description: A dataset containing 792 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Gentiana dahurica"
 ]
}

 The dataset includes 792 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047555-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17089172
title: Real  and Synthetic Datasets for MTG Brazillian e-commerces.

description: Database Creation

In this work, two datasets were created: a real dataset and a synthetic dataset.





The real dataset was obtained through the collection of stock information for 7,984 distinct products across 177 different online stores (suppliers) in a marketplace. The data was collected between October 8 and October 11, 2023.




The synthetic dataset includes all records from the real dataset, plus an expansion that ensures every supplier has all products from the base in stock. It was created to analyze the performance of solution approaches in a context with a significantly larger search space.



Real Dataset

The real dataset contains stock records from 177 suppliers, 7,984 distinct products, and a total of 635,723 stock records.

To preserve the privacy of the suppliers, all identifiers related to stores and products were anonymized.Each record contains:





Supplier name (anonymized)




Product name (anonymized)




Price




Quantity in stock




Date of last collection



Suppliers in this dataset vary significantly in terms of stock capacity. For example, only 4 suppliers have more than 7,000 distinct products, while 50 suppliers have more than 5,000 products, and 20 suppliers have fewer than 1,000 products in stock.

Synthetic Dataset

The synthetic dataset is an expansion of the real dataset, ensuring that every supplier provides all 7,984 products.To build it, the real dataset was first replicated. Then, for each supplier–product pair that was originally missing, the following process was applied:





Price generation: a non-negative random sample was drawn from a normal distribution defined by the mean and standard deviation of the prices of the same product across suppliers in the real dataset.




Quantity generation: a similar process was applied, using stock quantities instead of prices.



As a result, each of the 177 suppliers has all 7,984 products in stock, totaling 1,413,168 records. This synthetic dataset enables experiments in scenarios where the availability of products is maximized, creating a larger and more challenging search space.
DOI: 10.5281/zenodo.17089173
title: Real  and Synthetic Datasets for MTG Brazillian e-commerces.

description: Database Creation

In this work, two datasets were created: a real dataset and a synthetic dataset.





The real dataset was obtained through the collection of stock information for 7,984 distinct products across 177 different online stores (suppliers) in a marketplace. The data was collected between October 8 and October 11, 2023.




The synthetic dataset includes all records from the real dataset, plus an expansion that ensures every supplier has all products from the base in stock. It was created to analyze the performance of solution approaches in a context with a significantly larger search space.



Real Dataset

The real dataset contains stock records from 177 suppliers, 7,984 distinct products, and a total of 635,723 stock records.

To preserve the privacy of the suppliers, all identifiers related to stores and products were anonymized.Each record contains:





Supplier name (anonymized)




Product name (anonymized)




Price




Quantity in stock




Date of last collection



Suppliers in this dataset vary significantly in terms of stock capacity. For example, only 4 suppliers have more than 7,000 distinct products, while 50 suppliers have more than 5,000 products, and 20 suppliers have fewer than 1,000 products in stock.

Synthetic Dataset

The synthetic dataset is an expansion of the real dataset, ensuring that every supplier provides all 7,984 products.To build it, the real dataset was first replicated. Then, for each supplier–product pair that was originally missing, the following process was applied:





Price generation: a non-negative random sample was drawn from a normal distribution defined by the mean and standard deviation of the prices of the same product across suppliers in the real dataset.




Quantity generation: a similar process was applied, using stock quantities instead of prices.



As a result, each of the 177 suppliers has all 7,984 products in stock, totaling 1,413,168 records. This synthetic dataset enables experiments in scenarios where the availability of products is maximized, creating a larger and more challenging search space.
DOI: 10.15468/dl.wv4qyk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera stricta",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047556-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xq5fd3
title: Occurrence Download

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

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047558-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.